Work in progress: performance regression tracking
Note:
- missing
LastRun is likely to occur when no runs happened for more than a week, so the values would be the same as LastWeek.
- missing summary values are likely to occur due to the missing timing values, for example, due to the performance regression a question haven’t finished, then we should not skip it during calculating
mean. As a result there might be not much to show.
- entries that are constantly missing are removed (like not yet implemented, or pandas 1e9).
- first run timings are used in calculations.
- timing metrics are not normalized when passing to
mean, thus mean over data sizes (1e7, 1e8, 1e9) will do something like mean(c(0.1, 1, 10)). As a result mean over time is not matching mean over percent metrics.
Solution
data.table
groupby
Overview
by Question (k=1e2, no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
3.7
|
|
|
|
|
3.3
|
0%
|
3.4
|
1%
|
|
2
|
4.7
|
|
|
|
|
4.3
|
6%
|
4.0
|
11%
|
|
3
|
5.2
|
|
|
|
|
5.9
|
-8%
|
4.9
|
-4%
|
|
4
|
6.4
|
|
|
|
|
6.1
|
-6%
|
6.1
|
-1%
|
|
5
|
6.2
|
|
|
|
|
5.7
|
0%
|
5.3
|
9%
|
|
6
|
49.6
|
|
|
|
|
46.4
|
0%
|
|
|
|
7
|
39.4
|
|
|
|
|
37.0
|
0%
|
|
|
|
8
|
90.8
|
|
|
|
|
82.1
|
4%
|
|
|
|
9
|
14.7
|
|
|
|
|
16.7
|
-12%
|
26.1
|
-27%
|
|
10
|
72.5
|
|
|
|
|
67.9
|
0%
|
66.1
|
-3%
|
by Size (k=1e2, no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
0.6
|
|
|
|
|
0.6
|
-7%
|
|
|
|
1e8
|
6.1
|
|
|
|
|
6.2
|
-2%
|
|
|
|
1e9
|
81.2
|
|
|
|
|
75.8
|
4%
|
|
|
by K cardinality (no NA, unsorted)
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
29.3
|
|
|
|
|
27.6
|
-1%
|
|
|
|
1e1
|
93.4
|
|
|
|
|
95.6
|
0%
|
|
|
|
2e0
|
62.8
|
|
|
|
|
61.1
|
1%
|
|
|
by NA fraction (k=1e2, unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
29.3
|
|
|
|
|
27.6
|
-1%
|
|
|
by Sortedness (k=1e2, no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
29.3
|
|
|
|
|
27.6
|
-1%
|
|
|
|
1
|
22.5
|
|
|
|
|
23.0
|
-2%
|
|
|
Question
by Question Size (k=1e2, no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
0.1
|
|
|
|
|
0.1
|
-14%
|
0.1
|
-12%
|
|
1
|
1e8
|
1.0
|
|
|
|
|
0.9
|
4%
|
0.9
|
10%
|
|
1
|
1e9
|
10.0
|
|
|
|
|
8.9
|
11%
|
9.3
|
7%
|
|
2
|
1e7
|
0.1
|
|
|
|
|
0.1
|
9%
|
0.1
|
18%
|
|
2
|
1e8
|
1.0
|
|
|
|
|
1.0
|
0%
|
1.0
|
-1%
|
|
2
|
1e9
|
13.1
|
|
|
|
|
11.9
|
9%
|
11.1
|
18%
|
|
3
|
1e7
|
0.1
|
|
|
|
|
0.1
|
-3%
|
0.1
|
-8%
|
|
3
|
1e8
|
1.2
|
|
|
|
|
1.3
|
-11%
|
1.3
|
-14%
|
|
3
|
1e9
|
14.4
|
|
|
|
|
16.2
|
-11%
|
13.2
|
9%
|
|
4
|
1e7
|
0.2
|
|
|
|
|
0.2
|
-21%
|
0.2
|
-9%
|
|
4
|
1e8
|
1.5
|
|
|
|
|
1.5
|
-3%
|
1.5
|
-2%
|
|
4
|
1e9
|
17.7
|
|
|
|
|
16.6
|
6%
|
16.6
|
6%
|
|
5
|
1e7
|
0.1
|
|
|
|
|
0.2
|
-16%
|
0.2
|
-3%
|
|
5
|
1e8
|
1.5
|
|
|
|
|
1.5
|
4%
|
1.3
|
16%
|
|
5
|
1e9
|
16.9
|
|
|
|
|
15.3
|
9%
|
14.5
|
16%
|
|
6
|
1e7
|
1.1
|
|
|
|
|
1.1
|
-6%
|
|
|
|
6
|
1e8
|
11.8
|
|
|
|
|
11.7
|
0%
|
|
|
|
6
|
1e9
|
135.9
|
|
|
|
|
126.4
|
7%
|
|
|
|
7
|
1e7
|
0.6
|
|
|
|
|
0.6
|
-7%
|
|
|
|
7
|
1e8
|
7.1
|
|
|
|
|
7.2
|
0%
|
|
|
|
7
|
1e9
|
110.4
|
|
|
|
|
103.2
|
7%
|
|
|
|
8
|
1e7
|
1.5
|
|
|
|
|
1.5
|
1%
|
|
|
|
8
|
1e8
|
16.5
|
|
|
|
|
16.3
|
1%
|
|
|
|
8
|
1e9
|
254.3
|
|
|
|
|
228.6
|
11%
|
|
|
|
9
|
1e7
|
0.8
|
|
|
|
|
0.9
|
-14%
|
0.8
|
1%
|
|
9
|
1e8
|
3.3
|
|
|
|
|
3.7
|
-11%
|
5.5
|
-39%
|
|
9
|
1e9
|
40.2
|
|
|
|
|
45.6
|
-11%
|
72.2
|
-44%
|
|
10
|
1e7
|
1.5
|
|
|
|
|
1.6
|
-6%
|
1.8
|
-18%
|
|
10
|
1e8
|
16.5
|
|
|
|
|
17.3
|
-4%
|
17.0
|
-3%
|
|
10
|
1e9
|
199.6
|
|
|
|
|
184.9
|
7%
|
179.5
|
11%
|
by Question K cardinality (no NA, unsorted)
|
Q
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e2
|
3.7
|
|
|
|
|
3.3
|
0%
|
3.4
|
1%
|
|
1
|
1e1
|
4.7
|
|
|
|
|
4.3
|
-1%
|
4.4
|
8%
|
|
1
|
2e0
|
5.2
|
|
|
|
|
5.2
|
0%
|
4.7
|
8%
|
|
2
|
1e2
|
4.7
|
|
|
|
|
4.3
|
6%
|
4.0
|
11%
|
|
2
|
1e1
|
5.3
|
|
|
|
|
5.5
|
-3%
|
4.4
|
4%
|
|
2
|
2e0
|
6.1
|
|
|
|
|
6.3
|
1%
|
6.1
|
21%
|
|
3
|
1e2
|
5.2
|
|
|
|
|
5.9
|
-8%
|
4.9
|
-4%
|
|
3
|
1e1
|
10.9
|
|
|
|
|
11.1
|
0%
|
10.9
|
-1%
|
|
3
|
2e0
|
218.0
|
|
|
|
|
214.4
|
6%
|
|
|
|
4
|
1e2
|
6.4
|
|
|
|
|
6.1
|
-6%
|
6.1
|
-1%
|
|
4
|
1e1
|
9.0
|
|
|
|
|
8.3
|
0%
|
7.5
|
13%
|
|
4
|
2e0
|
1.3
|
|
|
|
|
1.4
|
-5%
|
1.3
|
-2%
|
|
5
|
1e2
|
6.2
|
|
|
|
|
5.7
|
0%
|
5.3
|
9%
|
|
5
|
1e1
|
11.8
|
|
|
|
|
11.7
|
2%
|
10.4
|
11%
|
|
5
|
2e0
|
4.0
|
|
|
|
|
3.8
|
5%
|
3.5
|
3%
|
|
6
|
1e2
|
49.6
|
|
|
|
|
46.4
|
0%
|
|
|
|
6
|
1e1
|
37.5
|
|
|
|
|
37.5
|
0%
|
|
|
|
6
|
2e0
|
3.0
|
|
|
|
|
2.7
|
17%
|
|
|
|
7
|
1e2
|
39.4
|
|
|
|
|
37.0
|
0%
|
|
|
|
7
|
1e1
|
154.8
|
|
|
|
|
161.6
|
-2%
|
|
|
|
7
|
2e0
|
68.0
|
|
|
|
|
64.6
|
2%
|
|
|
|
8
|
1e2
|
90.8
|
|
|
|
|
82.1
|
4%
|
|
|
|
8
|
1e1
|
567.5
|
|
|
|
|
583.6
|
-2%
|
|
|
|
8
|
2e0
|
290.7
|
|
|
|
|
279.4
|
1%
|
|
|
|
9
|
1e2
|
14.7
|
|
|
|
|
16.7
|
-12%
|
26.1
|
-27%
|
|
9
|
1e1
|
12.1
|
|
|
|
|
12.2
|
-1%
|
17.9
|
-36%
|
|
9
|
2e0
|
1.4
|
|
|
|
|
1.5
|
-11%
|
2.0
|
-28%
|
|
10
|
1e2
|
72.5
|
|
|
|
|
67.9
|
0%
|
66.1
|
-3%
|
|
10
|
1e1
|
120.4
|
|
|
|
|
120.7
|
3%
|
117.8
|
11%
|
|
10
|
2e0
|
9.6
|
|
|
|
|
10.0
|
-3%
|
12.6
|
-40%
|
K cardinality
by K cardinality Size (no NA, unsorted)
|
K
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1e7
|
0.6
|
|
|
|
|
0.6
|
-7%
|
|
|
|
1e2
|
1e8
|
6.1
|
|
|
|
|
6.2
|
-2%
|
|
|
|
1e2
|
1e9
|
81.2
|
|
|
|
|
75.8
|
4%
|
|
|
|
1e1
|
1e7
|
1.8
|
|
|
|
|
1.8
|
-4%
|
|
|
|
1e1
|
1e8
|
21.3
|
|
|
|
|
21.3
|
2%
|
|
|
|
1e1
|
1e9
|
257.1
|
|
|
|
|
263.8
|
0%
|
|
|
|
2e0
|
1e7
|
7.9
|
|
|
|
|
8.0
|
2%
|
|
|
|
2e0
|
1e8
|
71.6
|
|
|
|
|
68.2
|
1%
|
|
|
|
2e0
|
1e9
|
216.4
|
|
|
|
|
214.5
|
0%
|
|
|
by K cardinality Question (no NA, unsorted)
|
K
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1
|
3.7
|
|
|
|
|
3.3
|
0%
|
3.4
|
1%
|
|
1e2
|
2
|
4.7
|
|
|
|
|
4.3
|
6%
|
4.0
|
11%
|
|
1e2
|
3
|
5.2
|
|
|
|
|
5.9
|
-8%
|
4.9
|
-4%
|
|
1e2
|
4
|
6.4
|
|
|
|
|
6.1
|
-6%
|
6.1
|
-1%
|
|
1e2
|
5
|
6.2
|
|
|
|
|
5.7
|
0%
|
5.3
|
9%
|
|
1e2
|
6
|
49.6
|
|
|
|
|
46.4
|
0%
|
|
|
|
1e2
|
7
|
39.4
|
|
|
|
|
37.0
|
0%
|
|
|
|
1e2
|
8
|
90.8
|
|
|
|
|
82.1
|
4%
|
|
|
|
1e2
|
9
|
14.7
|
|
|
|
|
16.7
|
-12%
|
26.1
|
-27%
|
|
1e2
|
10
|
72.5
|
|
|
|
|
67.9
|
0%
|
66.1
|
-3%
|
|
1e1
|
1
|
4.7
|
|
|
|
|
4.3
|
-1%
|
4.4
|
8%
|
|
1e1
|
2
|
5.3
|
|
|
|
|
5.5
|
-3%
|
4.4
|
4%
|
|
1e1
|
3
|
10.9
|
|
|
|
|
11.1
|
0%
|
10.9
|
-1%
|
|
1e1
|
4
|
9.0
|
|
|
|
|
8.3
|
0%
|
7.5
|
13%
|
|
1e1
|
5
|
11.8
|
|
|
|
|
11.7
|
2%
|
10.4
|
11%
|
|
1e1
|
6
|
37.5
|
|
|
|
|
37.5
|
0%
|
|
|
|
1e1
|
7
|
154.8
|
|
|
|
|
161.6
|
-2%
|
|
|
|
1e1
|
8
|
567.5
|
|
|
|
|
583.6
|
-2%
|
|
|
|
1e1
|
9
|
12.1
|
|
|
|
|
12.2
|
-1%
|
17.9
|
-36%
|
|
1e1
|
10
|
120.4
|
|
|
|
|
120.7
|
3%
|
117.8
|
11%
|
|
2e0
|
1
|
5.2
|
|
|
|
|
5.2
|
0%
|
4.7
|
8%
|
|
2e0
|
2
|
6.1
|
|
|
|
|
6.3
|
1%
|
6.1
|
21%
|
|
2e0
|
3
|
218.0
|
|
|
|
|
214.4
|
6%
|
|
|
|
2e0
|
4
|
1.3
|
|
|
|
|
1.4
|
-5%
|
1.3
|
-2%
|
|
2e0
|
5
|
4.0
|
|
|
|
|
3.8
|
5%
|
3.5
|
3%
|
|
2e0
|
6
|
3.0
|
|
|
|
|
2.7
|
17%
|
|
|
|
2e0
|
7
|
68.0
|
|
|
|
|
64.6
|
2%
|
|
|
|
2e0
|
8
|
290.7
|
|
|
|
|
279.4
|
1%
|
|
|
|
2e0
|
9
|
1.4
|
|
|
|
|
1.5
|
-11%
|
2.0
|
-28%
|
|
2e0
|
10
|
9.6
|
|
|
|
|
10.0
|
-3%
|
12.6
|
-40%
|
NA fraction
by NA fraction Size (k=1e2, unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
0.6
|
|
|
|
|
0.6
|
-7%
|
|
|
|
0
|
1e8
|
6.1
|
|
|
|
|
6.2
|
-2%
|
|
|
|
0
|
1e9
|
81.2
|
|
|
|
|
75.8
|
4%
|
|
|
Sortedness
by Sortedness Size (k=1e2, no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
0.6
|
|
|
|
|
0.6
|
-7%
|
|
|
|
0
|
1e8
|
6.1
|
|
|
|
|
6.2
|
-2%
|
|
|
|
0
|
1e9
|
81.2
|
|
|
|
|
75.8
|
4%
|
|
|
|
1
|
1e7
|
0.5
|
|
|
|
|
0.5
|
-4%
|
|
|
|
1
|
1e8
|
5.1
|
|
|
|
|
5.1
|
-2%
|
|
|
|
1
|
1e9
|
61.9
|
|
|
|
|
63.4
|
-1%
|
|
|
join
Overview
by Question (no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
2.6
|
|
|
|
|
2.4
|
11%
|
|
|
|
2
|
2.2
|
|
|
|
|
2.0
|
7%
|
|
|
|
3
|
4.1
|
|
|
|
|
4.3
|
-4%
|
|
|
|
4
|
2.2
|
|
|
|
|
2.0
|
7%
|
|
|
|
5
|
13.7
|
|
|
|
|
13.8
|
-8%
|
|
|
by Size (no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
0.8
|
|
|
|
|
0.9
|
1%
|
|
|
|
1e8
|
9.0
|
|
|
|
|
8.9
|
4%
|
|
|
by NA fraction (unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
4.9
|
|
|
|
|
4.9
|
2%
|
|
|
by Sortedness (no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
4.9
|
|
|
|
|
4.9
|
2%
|
|
|
Question
by Question Size (no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
0.4
|
|
|
|
|
0.3
|
19%
|
|
|
|
1
|
1e8
|
4.8
|
|
|
|
|
4.6
|
4%
|
|
|
|
2
|
1e7
|
0.4
|
|
|
|
|
0.4
|
3%
|
|
|
|
2
|
1e8
|
4.0
|
|
|
|
|
3.7
|
10%
|
|
|
|
3
|
1e7
|
0.7
|
|
|
|
|
0.7
|
-4%
|
|
|
|
3
|
1e8
|
7.4
|
|
|
|
|
7.8
|
-4%
|
|
|
|
4
|
1e7
|
0.4
|
|
|
|
|
0.3
|
5%
|
|
|
|
4
|
1e8
|
4.0
|
|
|
|
|
3.6
|
8%
|
|
|
|
5
|
1e7
|
2.4
|
|
|
|
|
2.9
|
-17%
|
|
|
|
5
|
1e8
|
25.0
|
|
|
|
|
24.6
|
1%
|
|
|
NA fraction
by NA fraction Size (unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
0.8
|
|
|
|
|
0.9
|
1%
|
|
|
|
0
|
1e8
|
9.0
|
|
|
|
|
8.9
|
4%
|
|
|
Sortedness
by Sortedness Size (no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
0.8
|
|
|
|
|
0.9
|
1%
|
|
|
|
0
|
1e8
|
9.0
|
|
|
|
|
8.9
|
4%
|
|
|
dplyr
groupby
Overview
by Question (k=1e2, no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
|
|
|
|
|
|
|
8.3
|
|
|
2
|
|
|
|
|
|
|
|
24.0
|
|
|
3
|
|
|
|
|
|
|
|
88.0
|
|
|
4
|
|
|
|
|
|
|
|
32.5
|
|
|
5
|
|
|
|
|
|
|
|
192.9
|
|
|
6
|
7.2
|
|
|
7.3
|
1%
|
7.4
|
0%
|
|
|
|
7
|
13.2
|
|
|
13.2
|
2%
|
13.2
|
2%
|
|
|
|
8
|
28.1
|
|
|
28.4
|
0%
|
28.7
|
-1%
|
|
|
|
9
|
|
|
|
|
|
|
|
50.4
|
|
|
10
|
897.2
|
|
|
1010.8
|
-7%
|
1045.7
|
-8%
|
|
|
by Size (k=1e2, no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
17.1
|
|
|
17.6
|
-3%
|
17.4
|
0%
|
|
|
|
1e8
|
181.8
|
|
|
204.3
|
-3%
|
211.4
|
-3%
|
|
|
|
1e9
|
|
|
|
|
|
|
|
183.4
|
|
by K cardinality (no NA, unsorted)
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
|
|
|
|
|
|
|
|
|
|
1e1
|
|
|
|
|
|
|
|
|
|
|
2e0
|
142.2
|
|
|
146.0
|
-2%
|
144.2
|
0%
|
|
|
by NA fraction (k=1e2, unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
|
|
|
|
|
|
|
|
|
by Sortedness (k=1e2, no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
|
|
|
|
|
|
|
|
|
|
1
|
|
|
|
|
|
|
|
|
|
Question
by Question Size (k=1e2, no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
0.3
|
|
|
0.4
|
-18%
|
0.3
|
-1%
|
0.3
|
26%
|
|
1
|
1e8
|
3.3
|
|
|
3.5
|
-6%
|
3.4
|
-2%
|
2.2
|
51%
|
|
1
|
1e9
|
|
|
|
|
|
|
|
22.6
|
|
|
2
|
1e7
|
0.8
|
|
|
0.9
|
-5%
|
0.9
|
-5%
|
0.5
|
65%
|
|
2
|
1e8
|
9.1
|
|
|
9.3
|
-2%
|
9.4
|
-3%
|
6.3
|
44%
|
|
2
|
1e9
|
|
|
|
|
|
|
|
65.1
|
|
|
3
|
1e7
|
1.8
|
|
|
1.9
|
-3%
|
1.7
|
2%
|
0.7
|
138%
|
|
3
|
1e8
|
30.3
|
|
|
30.6
|
0%
|
30.5
|
0%
|
16.6
|
82%
|
|
3
|
1e9
|
|
|
|
|
|
|
|
246.5
|
|
|
4
|
1e7
|
0.5
|
|
|
0.6
|
-7%
|
0.5
|
-2%
|
0.6
|
-7%
|
|
4
|
1e8
|
6.0
|
|
|
6.6
|
-9%
|
6.2
|
-4%
|
8.2
|
-27%
|
|
4
|
1e9
|
|
|
|
|
|
|
|
88.7
|
|
|
5
|
1e7
|
1.5
|
|
|
1.5
|
-2%
|
1.5
|
0%
|
1.5
|
-2%
|
|
5
|
1e8
|
30.9
|
|
|
31.6
|
-2%
|
30.7
|
0%
|
38.4
|
-19%
|
|
5
|
1e9
|
|
|
|
|
|
|
|
538.8
|
|
|
6
|
1e7
|
1.6
|
|
|
1.6
|
4%
|
1.6
|
4%
|
|
|
|
6
|
1e8
|
12.8
|
|
|
13.0
|
-2%
|
13.2
|
-3%
|
|
|
|
7
|
1e7
|
1.1
|
|
|
1.1
|
4%
|
1.1
|
5%
|
|
|
|
7
|
1e8
|
25.2
|
|
|
25.3
|
0%
|
25.4
|
0%
|
|
|
|
8
|
1e7
|
3.8
|
|
|
3.9
|
0%
|
3.9
|
-1%
|
|
|
|
8
|
1e8
|
52.4
|
|
|
53.0
|
-1%
|
53.4
|
-1%
|
|
|
|
9
|
1e7
|
1.3
|
|
|
1.3
|
0%
|
1.4
|
-6%
|
1.3
|
-2%
|
|
9
|
1e8
|
11.5
|
|
|
11.4
|
1%
|
11.6
|
0%
|
10.8
|
7%
|
|
9
|
1e9
|
|
|
|
|
|
|
|
139.0
|
|
|
10
|
1e7
|
158.3
|
|
|
163.1
|
-2%
|
161.1
|
-1%
|
|
|
|
10
|
1e8
|
1636.1
|
|
|
1858.5
|
-11%
|
1930.4
|
-15%
|
|
|
by Question K cardinality (no NA, unsorted)
|
Q
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e2
|
|
|
|
|
|
|
|
8.3
|
|
|
1
|
1e1
|
10.3
|
|
|
10.5
|
2%
|
10.4
|
-1%
|
6.3
|
100%
|
|
1
|
2e0
|
7.9
|
|
|
8.8
|
-4%
|
8.4
|
-3%
|
4.5
|
92%
|
|
2
|
1e2
|
|
|
|
|
|
|
|
24.0
|
|
|
2
|
1e1
|
|
|
|
|
|
|
|
11.0
|
|
|
2
|
2e0
|
12.7
|
|
|
12.2
|
0%
|
12.4
|
0%
|
7.6
|
78%
|
|
3
|
1e2
|
|
|
|
|
|
|
|
88.0
|
|
|
3
|
1e1
|
|
|
|
|
|
|
|
173.4
|
|
|
3
|
2e0
|
272.4
|
|
|
282.2
|
-3%
|
274.0
|
-1%
|
40.3
|
577%
|
|
4
|
1e2
|
|
|
|
|
|
|
|
32.5
|
|
|
4
|
1e1
|
|
|
|
|
|
|
|
19.2
|
|
|
4
|
2e0
|
1.6
|
|
|
1.8
|
0%
|
1.4
|
14%
|
1.6
|
5%
|
|
5
|
1e2
|
|
|
|
|
|
|
|
192.9
|
|
|
5
|
1e1
|
|
|
|
|
|
|
|
472.9
|
|
|
5
|
2e0
|
293.7
|
|
|
302.8
|
-3%
|
300.0
|
-1%
|
85.7
|
223%
|
|
6
|
1e2
|
7.2
|
|
|
7.3
|
1%
|
7.4
|
0%
|
|
|
|
6
|
1e1
|
3.9
|
|
|
3.8
|
3%
|
4.1
|
-3%
|
|
|
|
6
|
2e0
|
3.2
|
|
|
3.5
|
-6%
|
3.4
|
0%
|
|
|
|
7
|
1e2
|
13.2
|
|
|
13.2
|
2%
|
13.2
|
2%
|
|
|
|
7
|
1e1
|
51.6
|
|
|
49.6
|
1%
|
50.8
|
1%
|
|
|
|
7
|
2e0
|
188.7
|
|
|
194.4
|
-2%
|
187.8
|
2%
|
|
|
|
8
|
1e2
|
28.1
|
|
|
28.4
|
0%
|
28.7
|
-1%
|
|
|
|
8
|
1e1
|
148.2
|
|
|
161.5
|
-5%
|
166.5
|
-6%
|
|
|
|
8
|
2e0
|
608.5
|
|
|
618.1
|
-3%
|
620.0
|
-2%
|
|
|
|
9
|
1e2
|
|
|
|
|
|
|
|
50.4
|
|
|
9
|
1e1
|
3.7
|
|
|
3.7
|
5%
|
3.8
|
2%
|
3.2
|
21%
|
|
9
|
2e0
|
2.7
|
|
|
2.9
|
-3%
|
2.5
|
4%
|
2.0
|
28%
|
|
10
|
1e2
|
897.2
|
|
|
1010.8
|
-7%
|
1045.7
|
-8%
|
|
|
|
10
|
1e1
|
1098.2
|
|
|
1008.2
|
3%
|
1087.0
|
0%
|
|
|
|
10
|
2e0
|
181.3
|
|
|
191.0
|
-5%
|
187.8
|
-3%
|
|
|
K cardinality
by K cardinality Size (no NA, unsorted)
|
K
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1e7
|
17.1
|
|
|
17.6
|
-3%
|
17.4
|
0%
|
|
|
|
1e2
|
1e8
|
181.8
|
|
|
204.3
|
-3%
|
211.4
|
-3%
|
|
|
|
1e2
|
1e9
|
|
|
|
|
|
|
|
183.4
|
|
|
1e1
|
1e7
|
22.2
|
|
|
22.8
|
0%
|
22.7
|
-1%
|
|
|
|
1e1
|
1e8
|
271.1
|
|
|
253.0
|
4%
|
271.0
|
0%
|
|
|
|
1e1
|
1e9
|
|
|
|
|
|
|
|
381.7
|
|
|
2e0
|
1e7
|
39.9
|
|
|
41.7
|
-2%
|
40.9
|
1%
|
|
|
|
2e0
|
1e8
|
281.2
|
|
|
288.0
|
-3%
|
284.9
|
0%
|
|
|
|
2e0
|
1e9
|
27.7
|
|
|
28.3
|
-3%
|
28.0
|
-1%
|
16.4
|
70%
|
by K cardinality Question (no NA, unsorted)
|
K
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1
|
|
|
|
|
|
|
|
8.3
|
|
|
1e2
|
2
|
|
|
|
|
|
|
|
24.0
|
|
|
1e2
|
3
|
|
|
|
|
|
|
|
88.0
|
|
|
1e2
|
4
|
|
|
|
|
|
|
|
32.5
|
|
|
1e2
|
5
|
|
|
|
|
|
|
|
192.9
|
|
|
1e2
|
6
|
7.2
|
|
|
7.3
|
1%
|
7.4
|
0%
|
|
|
|
1e2
|
7
|
13.2
|
|
|
13.2
|
2%
|
13.2
|
2%
|
|
|
|
1e2
|
8
|
28.1
|
|
|
28.4
|
0%
|
28.7
|
-1%
|
|
|
|
1e2
|
9
|
|
|
|
|
|
|
|
50.4
|
|
|
1e2
|
10
|
897.2
|
|
|
1010.8
|
-7%
|
1045.7
|
-8%
|
|
|
|
1e1
|
1
|
10.3
|
|
|
10.5
|
2%
|
10.4
|
-1%
|
6.3
|
100%
|
|
1e1
|
2
|
|
|
|
|
|
|
|
11.0
|
|
|
1e1
|
3
|
|
|
|
|
|
|
|
173.4
|
|
|
1e1
|
4
|
|
|
|
|
|
|
|
19.2
|
|
|
1e1
|
5
|
|
|
|
|
|
|
|
472.9
|
|
|
1e1
|
6
|
3.9
|
|
|
3.8
|
3%
|
4.1
|
-3%
|
|
|
|
1e1
|
7
|
51.6
|
|
|
49.6
|
1%
|
50.8
|
1%
|
|
|
|
1e1
|
8
|
148.2
|
|
|
161.5
|
-5%
|
166.5
|
-6%
|
|
|
|
1e1
|
9
|
3.7
|
|
|
3.7
|
5%
|
3.8
|
2%
|
3.2
|
21%
|
|
1e1
|
10
|
1098.2
|
|
|
1008.2
|
3%
|
1087.0
|
0%
|
|
|
|
2e0
|
1
|
7.9
|
|
|
8.8
|
-4%
|
8.4
|
-3%
|
4.5
|
92%
|
|
2e0
|
2
|
12.7
|
|
|
12.2
|
0%
|
12.4
|
0%
|
7.6
|
78%
|
|
2e0
|
3
|
272.4
|
|
|
282.2
|
-3%
|
274.0
|
-1%
|
40.3
|
577%
|
|
2e0
|
4
|
1.6
|
|
|
1.8
|
0%
|
1.4
|
14%
|
1.6
|
5%
|
|
2e0
|
5
|
293.7
|
|
|
302.8
|
-3%
|
300.0
|
-1%
|
85.7
|
223%
|
|
2e0
|
6
|
3.2
|
|
|
3.5
|
-6%
|
3.4
|
0%
|
|
|
|
2e0
|
7
|
188.7
|
|
|
194.4
|
-2%
|
187.8
|
2%
|
|
|
|
2e0
|
8
|
608.5
|
|
|
618.1
|
-3%
|
620.0
|
-2%
|
|
|
|
2e0
|
9
|
2.7
|
|
|
2.9
|
-3%
|
2.5
|
4%
|
2.0
|
28%
|
|
2e0
|
10
|
181.3
|
|
|
191.0
|
-5%
|
187.8
|
-3%
|
|
|
NA fraction
by NA fraction Size (k=1e2, unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
17.1
|
|
|
17.6
|
-3%
|
17.4
|
0%
|
|
|
|
0
|
1e8
|
181.8
|
|
|
204.3
|
-3%
|
211.4
|
-3%
|
|
|
|
0
|
1e9
|
|
|
|
|
|
|
|
183.4
|
|
Sortedness
by Sortedness Size (k=1e2, no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
17.1
|
|
|
17.6
|
-3%
|
17.4
|
0%
|
|
|
|
0
|
1e8
|
181.8
|
|
|
204.3
|
-3%
|
211.4
|
-3%
|
|
|
|
0
|
1e9
|
|
|
|
|
|
|
|
183.4
|
|
|
1
|
1e7
|
15.0
|
|
|
15.0
|
-3%
|
15.7
|
-3%
|
|
|
|
1
|
1e8
|
167.2
|
|
|
169.6
|
0%
|
177.3
|
-3%
|
|
|
|
1
|
1e9
|
|
|
|
|
|
|
|
149.2
|
|
join
Overview
by Question (no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
9.0
|
|
|
9.0
|
1%
|
9.1
|
1%
|
|
|
|
2
|
8.5
|
|
|
8.3
|
-1%
|
8.2
|
4%
|
|
|
|
3
|
10.1
|
|
|
10.0
|
0%
|
10.0
|
0%
|
|
|
|
4
|
8.8
|
|
|
8.6
|
3%
|
8.8
|
0%
|
|
|
|
5
|
93.6
|
|
|
92.5
|
1%
|
93.6
|
0%
|
|
|
by Size (no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
3.7
|
|
|
3.6
|
0%
|
3.6
|
1%
|
|
|
|
1e8
|
48.4
|
|
|
47.7
|
1%
|
48.3
|
0%
|
|
|
by NA fraction (unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
26.0
|
|
|
25.7
|
1%
|
25.9
|
1%
|
|
|
by Sortedness (no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
26.0
|
|
|
25.7
|
1%
|
25.9
|
1%
|
|
|
Question
by Question Size (no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
1.6
|
|
|
1.5
|
1%
|
1.5
|
3%
|
|
|
|
1
|
1e8
|
16.5
|
|
|
16.4
|
0%
|
16.7
|
0%
|
|
|
|
2
|
1e7
|
1.3
|
|
|
1.4
|
-7%
|
1.2
|
4%
|
|
|
|
2
|
1e8
|
15.8
|
|
|
15.1
|
4%
|
15.2
|
3%
|
|
|
|
3
|
1e7
|
1.5
|
|
|
1.5
|
0%
|
1.5
|
0%
|
|
|
|
3
|
1e8
|
18.6
|
|
|
18.4
|
0%
|
18.5
|
0%
|
|
|
|
4
|
1e7
|
1.3
|
|
|
1.3
|
5%
|
1.3
|
0%
|
|
|
|
4
|
1e8
|
16.4
|
|
|
16.0
|
2%
|
16.2
|
1%
|
|
|
|
5
|
1e7
|
12.6
|
|
|
12.4
|
1%
|
12.4
|
1%
|
|
|
|
5
|
1e8
|
174.7
|
|
|
172.6
|
1%
|
174.9
|
0%
|
|
|
NA fraction
by NA fraction Size (unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
3.7
|
|
|
3.6
|
0%
|
3.6
|
1%
|
|
|
|
0
|
1e8
|
48.4
|
|
|
47.7
|
1%
|
48.3
|
0%
|
|
|
Sortedness
by Sortedness Size (no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
3.7
|
|
|
3.6
|
0%
|
3.6
|
1%
|
|
|
|
0
|
1e8
|
48.4
|
|
|
47.7
|
1%
|
48.3
|
0%
|
|
|
pandas
groupby
Overview
by Question (k=1e2, no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
2.5
|
|
|
2.5
|
5%
|
2.4
|
8%
|
1.4
|
75%
|
|
2
|
6.5
|
|
|
6.6
|
-2%
|
6.5
|
0%
|
3.7
|
71%
|
|
3
|
6.7
|
|
|
7.2
|
-4%
|
7.1
|
-4%
|
3.7
|
83%
|
|
4
|
2.9
|
|
|
2.9
|
1%
|
3.0
|
0%
|
3.2
|
-1%
|
|
5
|
7.7
|
|
|
8.2
|
-2%
|
7.9
|
-1%
|
7.1
|
4%
|
|
6
|
8.6
|
|
|
9.0
|
-3%
|
8.8
|
-1%
|
|
|
|
7
|
6.5
|
|
|
6.7
|
-7%
|
6.4
|
1%
|
|
|
|
8
|
26.0
|
|
|
26.4
|
0%
|
25.8
|
0%
|
|
|
|
9
|
27.3
|
|
|
28.3
|
-3%
|
27.2
|
0%
|
29.0
|
-9%
|
|
10
|
122.5
|
|
|
125.6
|
-2%
|
122.5
|
0%
|
|
|
by Size (k=1e2, no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
3.2
|
|
|
3.3
|
-1%
|
3.2
|
1%
|
|
|
|
1e8
|
40.2
|
|
|
41.3
|
-2%
|
40.3
|
0%
|
|
|
by K cardinality (no NA, unsorted)
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
21.7
|
|
|
22.3
|
-2%
|
21.8
|
0%
|
|
|
|
1e1
|
20.9
|
|
|
20.8
|
1%
|
20.9
|
1%
|
|
|
|
2e0
|
34.9
|
|
|
34.4
|
0%
|
34.7
|
0%
|
|
|
by NA fraction (k=1e2, unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
21.7
|
|
|
22.3
|
-2%
|
21.8
|
0%
|
|
|
by Sortedness (k=1e2, no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
21.7
|
|
|
22.3
|
-2%
|
21.8
|
0%
|
|
|
|
1
|
16.0
|
|
|
15.9
|
0%
|
16.1
|
-1%
|
|
|
Question
by Question Size (k=1e2, no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
0.5
|
|
|
0.5
|
11%
|
0.5
|
13%
|
0.3
|
66%
|
|
1
|
1e8
|
4.4
|
|
|
4.5
|
-1%
|
4.3
|
3%
|
2.4
|
84%
|
|
2
|
1e7
|
1.1
|
|
|
1.1
|
-1%
|
1.1
|
0%
|
0.7
|
66%
|
|
2
|
1e8
|
11.8
|
|
|
12.1
|
-2%
|
11.8
|
0%
|
6.7
|
76%
|
|
3
|
1e7
|
1.0
|
|
|
1.0
|
-1%
|
1.0
|
-2%
|
0.5
|
82%
|
|
3
|
1e8
|
12.5
|
|
|
13.4
|
-6%
|
13.3
|
-5%
|
6.8
|
83%
|
|
4
|
1e7
|
0.6
|
|
|
0.6
|
1%
|
0.6
|
1%
|
0.5
|
7%
|
|
4
|
1e8
|
5.3
|
|
|
5.2
|
2%
|
5.4
|
-1%
|
5.9
|
-10%
|
|
5
|
1e7
|
0.9
|
|
|
0.9
|
0%
|
0.9
|
0%
|
0.9
|
0%
|
|
5
|
1e8
|
14.5
|
|
|
15.4
|
-5%
|
14.9
|
-3%
|
13.2
|
9%
|
|
6
|
1e7
|
1.5
|
|
|
1.5
|
-2%
|
1.5
|
0%
|
|
|
|
6
|
1e8
|
15.7
|
|
|
16.5
|
-5%
|
16.0
|
-2%
|
|
|
|
7
|
1e7
|
0.9
|
|
|
1.0
|
-12%
|
0.9
|
1%
|
|
|
|
7
|
1e8
|
12.0
|
|
|
12.3
|
-2%
|
11.9
|
1%
|
|
|
|
8
|
1e7
|
3.6
|
|
|
3.6
|
0%
|
3.5
|
0%
|
|
|
|
8
|
1e8
|
48.5
|
|
|
49.2
|
-1%
|
48.0
|
0%
|
|
|
|
9
|
1e7
|
10.6
|
|
|
11.0
|
-3%
|
10.5
|
0%
|
12.8
|
-17%
|
|
9
|
1e8
|
44.0
|
|
|
45.7
|
-3%
|
43.9
|
0%
|
45.1
|
-2%
|
|
10
|
1e7
|
11.6
|
|
|
12.0
|
-3%
|
11.7
|
0%
|
|
|
|
10
|
1e8
|
233.4
|
|
|
239.2
|
-2%
|
233.3
|
0%
|
|
|
by Question K cardinality (no NA, unsorted)
|
Q
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e2
|
2.5
|
|
|
2.5
|
5%
|
2.4
|
8%
|
1.4
|
75%
|
|
1
|
1e1
|
2.4
|
|
|
2.4
|
2%
|
2.4
|
2%
|
1.2
|
109%
|
|
1
|
2e0
|
2.0
|
|
|
2.0
|
0%
|
2.0
|
1%
|
1.2
|
79%
|
|
2
|
1e2
|
6.5
|
|
|
6.6
|
-2%
|
6.5
|
0%
|
3.7
|
71%
|
|
2
|
1e1
|
5.9
|
|
|
5.8
|
0%
|
5.6
|
2%
|
3.0
|
91%
|
|
2
|
2e0
|
5.1
|
|
|
5.1
|
0%
|
5.0
|
1%
|
3.0
|
63%
|
|
3
|
1e2
|
6.7
|
|
|
7.2
|
-4%
|
7.1
|
-4%
|
3.7
|
83%
|
|
3
|
1e1
|
20.3
|
|
|
20.3
|
3%
|
20.4
|
0%
|
8.6
|
158%
|
|
3
|
2e0
|
57.8
|
|
|
56.2
|
0%
|
56.7
|
0%
|
14.6
|
289%
|
|
4
|
1e2
|
2.9
|
|
|
2.9
|
1%
|
3.0
|
0%
|
3.2
|
-1%
|
|
4
|
1e1
|
3.0
|
|
|
2.9
|
5%
|
2.9
|
4%
|
3.3
|
-6%
|
|
4
|
2e0
|
3.0
|
|
|
2.8
|
4%
|
2.9
|
1%
|
3.4
|
-9%
|
|
5
|
1e2
|
7.7
|
|
|
8.2
|
-2%
|
7.9
|
-1%
|
7.1
|
4%
|
|
5
|
1e1
|
15.7
|
|
|
15.8
|
-1%
|
15.8
|
-3%
|
16.0
|
0%
|
|
5
|
2e0
|
31.8
|
|
|
31.7
|
0%
|
32.0
|
-2%
|
32.5
|
-3%
|
|
6
|
1e2
|
8.6
|
|
|
9.0
|
-3%
|
8.8
|
-1%
|
|
|
|
6
|
1e1
|
6.3
|
|
|
6.4
|
0%
|
6.3
|
0%
|
|
|
|
6
|
2e0
|
5.7
|
|
|
5.8
|
0%
|
5.8
|
-3%
|
|
|
|
7
|
1e2
|
6.5
|
|
|
6.7
|
-7%
|
6.4
|
1%
|
|
|
|
7
|
1e1
|
18.8
|
|
|
18.8
|
1%
|
18.6
|
2%
|
|
|
|
7
|
2e0
|
55.6
|
|
|
54.6
|
0%
|
55.2
|
-1%
|
|
|
|
8
|
1e2
|
26.0
|
|
|
26.4
|
0%
|
25.8
|
0%
|
|
|
|
8
|
1e1
|
32.9
|
|
|
33.1
|
0%
|
32.7
|
1%
|
|
|
|
8
|
2e0
|
49.6
|
|
|
48.8
|
0%
|
48.8
|
0%
|
|
|
|
9
|
1e2
|
27.3
|
|
|
28.3
|
-3%
|
27.2
|
0%
|
29.0
|
-9%
|
|
9
|
1e1
|
17.0
|
|
|
16.9
|
0%
|
17.0
|
1%
|
15.4
|
8%
|
|
9
|
2e0
|
13.2
|
|
|
12.8
|
2%
|
12.9
|
1%
|
11.6
|
13%
|
|
10
|
1e2
|
122.5
|
|
|
125.6
|
-2%
|
122.5
|
0%
|
|
|
|
10
|
1e1
|
87.1
|
|
|
85.2
|
1%
|
87.6
|
-1%
|
|
|
|
10
|
2e0
|
125.2
|
|
|
124.6
|
0%
|
125.5
|
-1%
|
|
|
K cardinality
by K cardinality Size (no NA, unsorted)
|
K
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1e7
|
3.2
|
|
|
3.3
|
-1%
|
3.2
|
1%
|
|
|
|
1e2
|
1e8
|
40.2
|
|
|
41.3
|
-2%
|
40.3
|
0%
|
|
|
|
1e1
|
1e7
|
2.9
|
|
|
2.9
|
2%
|
2.9
|
1%
|
|
|
|
1e1
|
1e8
|
38.9
|
|
|
38.6
|
0%
|
38.9
|
1%
|
|
|
|
2e0
|
1e7
|
5.1
|
|
|
5.2
|
0%
|
5.2
|
-1%
|
|
|
|
2e0
|
1e8
|
64.7
|
|
|
63.7
|
1%
|
64.1
|
1%
|
|
|
by K cardinality Question (no NA, unsorted)
|
K
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1
|
2.5
|
|
|
2.5
|
5%
|
2.4
|
8%
|
1.4
|
75%
|
|
1e2
|
2
|
6.5
|
|
|
6.6
|
-2%
|
6.5
|
0%
|
3.7
|
71%
|
|
1e2
|
3
|
6.7
|
|
|
7.2
|
-4%
|
7.1
|
-4%
|
3.7
|
83%
|
|
1e2
|
4
|
2.9
|
|
|
2.9
|
1%
|
3.0
|
0%
|
3.2
|
-1%
|
|
1e2
|
5
|
7.7
|
|
|
8.2
|
-2%
|
7.9
|
-1%
|
7.1
|
4%
|
|
1e2
|
6
|
8.6
|
|
|
9.0
|
-3%
|
8.8
|
-1%
|
|
|
|
1e2
|
7
|
6.5
|
|
|
6.7
|
-7%
|
6.4
|
1%
|
|
|
|
1e2
|
8
|
26.0
|
|
|
26.4
|
0%
|
25.8
|
0%
|
|
|
|
1e2
|
9
|
27.3
|
|
|
28.3
|
-3%
|
27.2
|
0%
|
29.0
|
-9%
|
|
1e2
|
10
|
122.5
|
|
|
125.6
|
-2%
|
122.5
|
0%
|
|
|
|
1e1
|
1
|
2.4
|
|
|
2.4
|
2%
|
2.4
|
2%
|
1.2
|
109%
|
|
1e1
|
2
|
5.9
|
|
|
5.8
|
0%
|
5.6
|
2%
|
3.0
|
91%
|
|
1e1
|
3
|
20.3
|
|
|
20.3
|
3%
|
20.4
|
0%
|
8.6
|
158%
|
|
1e1
|
4
|
3.0
|
|
|
2.9
|
5%
|
2.9
|
4%
|
3.3
|
-6%
|
|
1e1
|
5
|
15.7
|
|
|
15.8
|
-1%
|
15.8
|
-3%
|
16.0
|
0%
|
|
1e1
|
6
|
6.3
|
|
|
6.4
|
0%
|
6.3
|
0%
|
|
|
|
1e1
|
7
|
18.8
|
|
|
18.8
|
1%
|
18.6
|
2%
|
|
|
|
1e1
|
8
|
32.9
|
|
|
33.1
|
0%
|
32.7
|
1%
|
|
|
|
1e1
|
9
|
17.0
|
|
|
16.9
|
0%
|
17.0
|
1%
|
15.4
|
8%
|
|
1e1
|
10
|
87.1
|
|
|
85.2
|
1%
|
87.6
|
-1%
|
|
|
|
2e0
|
1
|
2.0
|
|
|
2.0
|
0%
|
2.0
|
1%
|
1.2
|
79%
|
|
2e0
|
2
|
5.1
|
|
|
5.1
|
0%
|
5.0
|
1%
|
3.0
|
63%
|
|
2e0
|
3
|
57.8
|
|
|
56.2
|
0%
|
56.7
|
0%
|
14.6
|
289%
|
|
2e0
|
4
|
3.0
|
|
|
2.8
|
4%
|
2.9
|
1%
|
3.4
|
-9%
|
|
2e0
|
5
|
31.8
|
|
|
31.7
|
0%
|
32.0
|
-2%
|
32.5
|
-3%
|
|
2e0
|
6
|
5.7
|
|
|
5.8
|
0%
|
5.8
|
-3%
|
|
|
|
2e0
|
7
|
55.6
|
|
|
54.6
|
0%
|
55.2
|
-1%
|
|
|
|
2e0
|
8
|
49.6
|
|
|
48.8
|
0%
|
48.8
|
0%
|
|
|
|
2e0
|
9
|
13.2
|
|
|
12.8
|
2%
|
12.9
|
1%
|
11.6
|
13%
|
|
2e0
|
10
|
125.2
|
|
|
124.6
|
0%
|
125.5
|
-1%
|
|
|
NA fraction
by NA fraction Size (k=1e2, unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
3.2
|
|
|
3.3
|
-1%
|
3.2
|
1%
|
|
|
|
0
|
1e8
|
40.2
|
|
|
41.3
|
-2%
|
40.3
|
0%
|
|
|
Sortedness
by Sortedness (k=1e2, no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
3.2
|
|
|
3.3
|
-1%
|
3.2
|
1%
|
|
|
|
0
|
1e8
|
40.2
|
|
|
41.3
|
-2%
|
40.3
|
0%
|
|
|
|
1
|
1e7
|
2.8
|
|
|
2.9
|
-1%
|
2.8
|
-1%
|
|
|
|
1
|
1e8
|
29.2
|
|
|
29.0
|
1%
|
29.3
|
0%
|
|
|
join
Overview
by Question (no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
10.7
|
|
|
10.3
|
0%
|
10.3
|
1%
|
|
|
|
2
|
16.0
|
|
|
15.7
|
1%
|
15.7
|
3%
|
|
|
|
3
|
19.7
|
|
|
19.9
|
-4%
|
19.7
|
-1%
|
|
|
|
4
|
29.3
|
|
|
29.2
|
0%
|
29.2
|
0%
|
|
|
|
5
|
61.8
|
|
|
62.8
|
-1%
|
62.4
|
0%
|
|
|
by Size (no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
4.0
|
|
|
4.1
|
-1%
|
4.0
|
0%
|
|
|
|
1e8
|
51.0
|
|
|
51.1
|
0%
|
50.9
|
1%
|
|
|
by NA fraction (unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
27.5
|
|
|
27.6
|
0%
|
27.5
|
0%
|
|
|
by Sortedness (no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
27.5
|
|
|
27.6
|
0%
|
27.5
|
0%
|
|
|
Question
by Question Size (no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
1.5
|
|
|
1.6
|
-2%
|
1.6
|
-1%
|
|
|
|
1
|
1e8
|
19.8
|
|
|
19.1
|
3%
|
19.0
|
3%
|
|
|
|
2
|
1e7
|
2.4
|
|
|
2.4
|
1%
|
2.3
|
4%
|
|
|
|
2
|
1e8
|
29.6
|
|
|
29.0
|
1%
|
29.0
|
1%
|
|
|
|
3
|
1e7
|
3.0
|
|
|
3.2
|
-8%
|
3.0
|
-2%
|
|
|
|
3
|
1e8
|
36.4
|
|
|
36.6
|
0%
|
36.3
|
0%
|
|
|
|
4
|
1e7
|
4.3
|
|
|
4.2
|
1%
|
4.3
|
0%
|
|
|
|
4
|
1e8
|
54.3
|
|
|
54.2
|
0%
|
54.2
|
0%
|
|
|
|
5
|
1e7
|
8.9
|
|
|
9.0
|
-1%
|
9.0
|
0%
|
|
|
|
5
|
1e8
|
114.7
|
|
|
116.6
|
-1%
|
115.9
|
0%
|
|
|
NA fraction
by NA fraction Size (unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
4.0
|
|
|
4.1
|
-1%
|
4.0
|
0%
|
|
|
|
0
|
1e8
|
51.0
|
|
|
51.1
|
0%
|
50.9
|
1%
|
|
|
Sortedness
by Sortedness Size (no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
4.0
|
|
|
4.1
|
-1%
|
4.0
|
0%
|
|
|
|
0
|
1e8
|
51.0
|
|
|
51.1
|
0%
|
50.9
|
1%
|
|
|
pydatatable
groupby
Overview
by Question (k=1e2, no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
17.5
|
|
|
15.6
|
7%
|
18.7
|
0%
|
8.8
|
94%
|
|
2
|
25.5
|
|
|
24.3
|
4%
|
24.6
|
4%
|
17.5
|
46%
|
|
3
|
54.0
|
|
|
55.4
|
6%
|
51.5
|
6%
|
49.6
|
18%
|
|
4
|
39.5
|
|
|
37.6
|
3%
|
38.7
|
0%
|
7.4
|
355%
|
|
5
|
9.3
|
|
|
9.8
|
15%
|
9.6
|
11%
|
9.1
|
21%
|
|
6
|
109.0
|
|
|
107.7
|
25%
|
95.3
|
31%
|
|
|
|
7
|
52.9
|
|
|
53.1
|
7%
|
54.1
|
2%
|
|
|
|
8
|
117.6
|
|
|
118.1
|
-1%
|
103.3
|
14%
|
|
|
|
9
|
8.2
|
|
|
8.0
|
-10%
|
8.1
|
0%
|
|
|
|
10
|
349.5
|
|
|
340.1
|
0%
|
338.5
|
0%
|
285.5
|
30%
|
by Size (k=1e2, no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
2.3
|
|
|
2.2
|
10%
|
2.2
|
13%
|
|
|
|
1e8
|
27.4
|
|
|
26.2
|
5%
|
25.8
|
5%
|
|
|
|
1e9
|
205.3
|
|
|
202.5
|
1%
|
194.8
|
3%
|
|
|
by K cardinality (no NA, unsorted)
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
78.3
|
|
|
77.0
|
5%
|
74.2
|
7%
|
|
|
|
1e1
|
75.1
|
|
|
76.5
|
-2%
|
74.2
|
-3%
|
|
|
|
2e0
|
125.4
|
|
|
125.1
|
0%
|
122.8
|
0%
|
|
|
by NA fraction (k=1e2, unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
78.3
|
|
|
77.0
|
5%
|
74.2
|
7%
|
|
|
by Sortedness (k=1e2, no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
78.3
|
|
|
77.0
|
5%
|
74.2
|
7%
|
|
|
|
1
|
61.5
|
|
|
62.4
|
0%
|
56.1
|
4%
|
|
|
Question
by Question Size (k=1e2, no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
0.4
|
|
|
0.4
|
-8%
|
0.4
|
-3%
|
0.2
|
97%
|
|
1
|
1e8
|
5.0
|
|
|
4.1
|
20%
|
4.5
|
10%
|
2.7
|
83%
|
|
1
|
1e9
|
47.2
|
|
|
42.2
|
11%
|
51.1
|
-7%
|
23.5
|
100%
|
|
2
|
1e7
|
0.6
|
|
|
0.6
|
-1%
|
0.5
|
5%
|
0.5
|
28%
|
|
2
|
1e8
|
7.4
|
|
|
6.7
|
11%
|
7.0
|
5%
|
4.4
|
66%
|
|
2
|
1e9
|
68.5
|
|
|
65.7
|
4%
|
66.3
|
3%
|
47.6
|
43%
|
|
3
|
1e7
|
1.3
|
|
|
1.2
|
8%
|
1.2
|
2%
|
1.1
|
15%
|
|
3
|
1e8
|
13.7
|
|
|
12.0
|
14%
|
12.2
|
12%
|
10.4
|
32%
|
|
3
|
1e9
|
147.1
|
|
|
153.2
|
-3%
|
141.1
|
4%
|
137.2
|
7%
|
|
4
|
1e7
|
0.9
|
|
|
0.9
|
-2%
|
1.0
|
-11%
|
0.3
|
191%
|
|
4
|
1e8
|
10.8
|
|
|
9.9
|
8%
|
10.0
|
7%
|
2.0
|
435%
|
|
4
|
1e9
|
106.8
|
|
|
102.1
|
4%
|
105.2
|
1%
|
19.9
|
438%
|
|
5
|
1e7
|
0.5
|
|
|
0.3
|
58%
|
0.3
|
48%
|
0.3
|
67%
|
|
5
|
1e8
|
3.3
|
|
|
3.7
|
-8%
|
3.8
|
-11%
|
3.6
|
-6%
|
|
5
|
1e9
|
24.2
|
|
|
25.3
|
-4%
|
24.7
|
-2%
|
23.3
|
3%
|
|
6
|
1e7
|
2.4
|
|
|
1.4
|
68%
|
1.4
|
68%
|
|
|
|
6
|
1e8
|
82.9
|
|
|
76.0
|
9%
|
75.4
|
9%
|
|
|
|
6
|
1e9
|
241.6
|
|
|
245.7
|
-1%
|
209.1
|
15%
|
|
|
|
7
|
1e7
|
1.3
|
|
|
1.1
|
21%
|
1.2
|
6%
|
|
|
|
7
|
1e8
|
12.3
|
|
|
12.2
|
0%
|
11.9
|
3%
|
|
|
|
7
|
1e9
|
145.1
|
|
|
146.1
|
0%
|
149.2
|
-2%
|
|
|
|
8
|
1e7
|
3.2
|
|
|
3.5
|
-7%
|
2.8
|
13%
|
|
|
|
8
|
1e8
|
33.9
|
|
|
33.1
|
2%
|
29.3
|
15%
|
|
|
|
8
|
1e9
|
315.8
|
|
|
317.8
|
0%
|
277.6
|
13%
|
|
|
|
9
|
1e7
|
0.2
|
|
|
0.3
|
-33%
|
0.2
|
5%
|
|
|
|
9
|
1e8
|
2.1
|
|
|
2.1
|
0%
|
2.2
|
-3%
|
|
|
|
9
|
1e9
|
22.2
|
|
|
21.4
|
3%
|
21.9
|
1%
|
|
|
|
10
|
1e7
|
12.1
|
|
|
12.3
|
-1%
|
12.5
|
-3%
|
8.8
|
37%
|
|
10
|
1e8
|
102.3
|
|
|
102.6
|
0%
|
101.6
|
0%
|
77.5
|
32%
|
|
10
|
1e9
|
934.2
|
|
|
905.3
|
3%
|
901.5
|
3%
|
770.1
|
21%
|
by Question K cardinality (no NA, unsorted)
|
Q
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e2
|
17.5
|
|
|
15.6
|
7%
|
18.7
|
0%
|
8.8
|
94%
|
|
1
|
1e1
|
8.8
|
|
|
8.5
|
1%
|
8.7
|
6%
|
4.8
|
83%
|
|
1
|
2e0
|
8.1
|
|
|
8.0
|
0%
|
9.0
|
-2%
|
4.9
|
50%
|
|
2
|
1e2
|
25.5
|
|
|
24.3
|
4%
|
24.6
|
4%
|
17.5
|
46%
|
|
2
|
1e1
|
22.3
|
|
|
21.4
|
-4%
|
22.5
|
-4%
|
13.7
|
77%
|
|
2
|
2e0
|
13.2
|
|
|
14.0
|
-4%
|
13.8
|
-5%
|
6.2
|
93%
|
|
3
|
1e2
|
54.0
|
|
|
55.4
|
6%
|
51.5
|
6%
|
49.6
|
18%
|
|
3
|
1e1
|
123.8
|
|
|
131.1
|
-6%
|
121.6
|
-6%
|
117.6
|
9%
|
|
3
|
2e0
|
338.3
|
|
|
336.2
|
1%
|
325.5
|
3%
|
227.7
|
56%
|
|
4
|
1e2
|
39.5
|
|
|
37.6
|
3%
|
38.7
|
0%
|
7.4
|
355%
|
|
4
|
1e1
|
13.6
|
|
|
14.3
|
0%
|
14.3
|
-2%
|
3.9
|
215%
|
|
4
|
2e0
|
11.6
|
|
|
11.7
|
-1%
|
11.2
|
0%
|
7.2
|
55%
|
|
5
|
1e2
|
9.3
|
|
|
9.8
|
15%
|
9.6
|
11%
|
9.1
|
21%
|
|
5
|
1e1
|
44.6
|
|
|
45.6
|
-4%
|
45.2
|
-1%
|
57.7
|
-31%
|
|
5
|
2e0
|
26.4
|
|
|
26.1
|
3%
|
25.6
|
9%
|
47.5
|
-44%
|
|
6
|
1e2
|
109.0
|
|
|
107.7
|
25%
|
95.3
|
31%
|
|
|
|
6
|
1e1
|
29.2
|
|
|
29.1
|
2%
|
29.6
|
4%
|
|
|
|
6
|
2e0
|
12.6
|
|
|
12.2
|
0%
|
12.4
|
-2%
|
|
|
|
7
|
1e2
|
52.9
|
|
|
53.1
|
7%
|
54.1
|
2%
|
|
|
|
7
|
1e1
|
119.3
|
|
|
124.4
|
-3%
|
117.0
|
0%
|
|
|
|
7
|
2e0
|
316.0
|
|
|
317.2
|
-3%
|
312.3
|
-2%
|
|
|
|
8
|
1e2
|
117.6
|
|
|
118.1
|
-1%
|
103.3
|
14%
|
|
|
|
8
|
1e1
|
43.8
|
|
|
43.2
|
-2%
|
43.7
|
-5%
|
|
|
|
8
|
2e0
|
27.9
|
|
|
27.2
|
4%
|
27.0
|
8%
|
|
|
|
9
|
1e2
|
8.2
|
|
|
8.0
|
-10%
|
8.1
|
0%
|
|
|
|
9
|
1e1
|
10.2
|
|
|
10.2
|
-6%
|
10.3
|
-20%
|
|
|
|
9
|
2e0
|
8.3
|
|
|
8.5
|
-6%
|
8.3
|
-1%
|
|
|
|
10
|
1e2
|
349.5
|
|
|
340.1
|
0%
|
338.5
|
0%
|
285.5
|
30%
|
|
10
|
1e1
|
336.1
|
|
|
337.1
|
0%
|
329.3
|
0%
|
268.4
|
23%
|
|
10
|
2e0
|
491.8
|
|
|
489.8
|
-1%
|
482.8
|
-1%
|
299.1
|
64%
|
K cardinality
by K cardinality Size (no NA, unsorted)
|
K
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1e7
|
2.3
|
|
|
2.2
|
10%
|
2.2
|
13%
|
|
|
|
1e2
|
1e8
|
27.4
|
|
|
26.2
|
5%
|
25.8
|
5%
|
|
|
|
1e2
|
1e9
|
205.3
|
|
|
202.5
|
1%
|
194.8
|
3%
|
|
|
|
1e1
|
1e7
|
1.8
|
|
|
1.8
|
-2%
|
1.8
|
-5%
|
|
|
|
1e1
|
1e8
|
17.4
|
|
|
17.9
|
-3%
|
18.3
|
-4%
|
|
|
|
1e1
|
1e9
|
206.2
|
|
|
209.8
|
0%
|
202.5
|
0%
|
|
|
|
2e0
|
1e7
|
3.2
|
|
|
3.2
|
-1%
|
3.2
|
1%
|
|
|
|
2e0
|
1e8
|
31.9
|
|
|
32.5
|
-1%
|
32.5
|
0%
|
|
|
|
2e0
|
1e9
|
341.2
|
|
|
339.6
|
0%
|
332.6
|
0%
|
|
|
by K cardinality Question (no NA, unsorted)
|
K
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1
|
17.5
|
|
|
15.6
|
7%
|
18.7
|
0%
|
8.8
|
94%
|
|
1e2
|
2
|
25.5
|
|
|
24.3
|
4%
|
24.6
|
4%
|
17.5
|
46%
|
|
1e2
|
3
|
54.0
|
|
|
55.4
|
6%
|
51.5
|
6%
|
49.6
|
18%
|
|
1e2
|
4
|
39.5
|
|
|
37.6
|
3%
|
38.7
|
0%
|
7.4
|
355%
|
|
1e2
|
5
|
9.3
|
|
|
9.8
|
15%
|
9.6
|
11%
|
9.1
|
21%
|
|
1e2
|
6
|
109.0
|
|
|
107.7
|
25%
|
95.3
|
31%
|
|
|
|
1e2
|
7
|
52.9
|
|
|
53.1
|
7%
|
54.1
|
2%
|
|
|
|
1e2
|
8
|
117.6
|
|
|
118.1
|
-1%
|
103.3
|
14%
|
|
|
|
1e2
|
9
|
8.2
|
|
|
8.0
|
-10%
|
8.1
|
0%
|
|
|
|
1e2
|
10
|
349.5
|
|
|
340.1
|
0%
|
338.5
|
0%
|
285.5
|
30%
|
|
1e1
|
1
|
8.8
|
|
|
8.5
|
1%
|
8.7
|
6%
|
4.8
|
83%
|
|
1e1
|
2
|
22.3
|
|
|
21.4
|
-4%
|
22.5
|
-4%
|
13.7
|
77%
|
|
1e1
|
3
|
123.8
|
|
|
131.1
|
-6%
|
121.6
|
-6%
|
117.6
|
9%
|
|
1e1
|
4
|
13.6
|
|
|
14.3
|
0%
|
14.3
|
-2%
|
3.9
|
215%
|
|
1e1
|
5
|
44.6
|
|
|
45.6
|
-4%
|
45.2
|
-1%
|
57.7
|
-31%
|
|
1e1
|
6
|
29.2
|
|
|
29.1
|
2%
|
29.6
|
4%
|
|
|
|
1e1
|
7
|
119.3
|
|
|
124.4
|
-3%
|
117.0
|
0%
|
|
|
|
1e1
|
8
|
43.8
|
|
|
43.2
|
-2%
|
43.7
|
-5%
|
|
|
|
1e1
|
9
|
10.2
|
|
|
10.2
|
-6%
|
10.3
|
-20%
|
|
|
|
1e1
|
10
|
336.1
|
|
|
337.1
|
0%
|
329.3
|
0%
|
268.4
|
23%
|
|
2e0
|
1
|
8.1
|
|
|
8.0
|
0%
|
9.0
|
-2%
|
4.9
|
50%
|
|
2e0
|
2
|
13.2
|
|
|
14.0
|
-4%
|
13.8
|
-5%
|
6.2
|
93%
|
|
2e0
|
3
|
338.3
|
|
|
336.2
|
1%
|
325.5
|
3%
|
227.7
|
56%
|
|
2e0
|
4
|
11.6
|
|
|
11.7
|
-1%
|
11.2
|
0%
|
7.2
|
55%
|
|
2e0
|
5
|
26.4
|
|
|
26.1
|
3%
|
25.6
|
9%
|
47.5
|
-44%
|
|
2e0
|
6
|
12.6
|
|
|
12.2
|
0%
|
12.4
|
-2%
|
|
|
|
2e0
|
7
|
316.0
|
|
|
317.2
|
-3%
|
312.3
|
-2%
|
|
|
|
2e0
|
8
|
27.9
|
|
|
27.2
|
4%
|
27.0
|
8%
|
|
|
|
2e0
|
9
|
8.3
|
|
|
8.5
|
-6%
|
8.3
|
-1%
|
|
|
|
2e0
|
10
|
491.8
|
|
|
489.8
|
-1%
|
482.8
|
-1%
|
299.1
|
64%
|
NA fraction
by NA fraction Size (k=1e2, unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
2.3
|
|
|
2.2
|
10%
|
2.2
|
13%
|
|
|
|
0
|
1e8
|
27.4
|
|
|
26.2
|
5%
|
25.8
|
5%
|
|
|
|
0
|
1e9
|
205.3
|
|
|
202.5
|
1%
|
194.8
|
3%
|
|
|
Sortedness
by Sortedness Size (k=1e2, no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
2.3
|
|
|
2.2
|
10%
|
2.2
|
13%
|
|
|
|
0
|
1e8
|
27.4
|
|
|
26.2
|
5%
|
25.8
|
5%
|
|
|
|
0
|
1e9
|
205.3
|
|
|
202.5
|
1%
|
194.8
|
3%
|
|
|
|
1
|
1e7
|
1.9
|
|
|
1.9
|
4%
|
1.8
|
4%
|
|
|
|
1
|
1e8
|
24.4
|
|
|
24.8
|
-1%
|
20.2
|
7%
|
|
|
|
1
|
1e9
|
158.3
|
|
|
160.5
|
-1%
|
146.2
|
2%
|
|
|
join
Overview
by Question (no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
269.4
|
|
|
380.6
|
15%
|
672.7
|
-44%
|
|
|
|
2
|
299.7
|
|
|
519.2
|
-6%
|
926.9
|
-35%
|
|
|
|
3
|
150.8
|
|
|
384.8
|
0%
|
510.2
|
-20%
|
|
|
|
4
|
267.7
|
|
|
423.0
|
28%
|
795.1
|
-43%
|
|
|
|
5
|
53.0
|
|
|
76.4
|
8%
|
239.7
|
17%
|
|
|
by Size (no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
14.1
|
|
|
11.5
|
30%
|
9.2
|
58%
|
|
|
|
1e8
|
45.4
|
|
|
48.5
|
30%
|
329.7
|
-86%
|
|
|
|
1e9
|
692.7
|
|
|
1243.9
|
-44%
|
1874.9
|
-63%
|
|
|
by NA fraction (unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
219.2
|
|
|
376.8
|
9%
|
656.7
|
-28%
|
|
|
by Sortedness (no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
219.2
|
|
|
376.8
|
9%
|
656.7
|
-28%
|
|
|
Question
by Question Size (no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
10.8
|
|
|
10.2
|
6%
|
10.0
|
8%
|
|
|
|
1
|
1e8
|
39.5
|
|
|
23.1
|
71%
|
306.3
|
-87%
|
|
|
|
1
|
1e9
|
757.8
|
|
|
1108.6
|
-31%
|
1701.8
|
-55%
|
|
|
|
2
|
1e7
|
15.9
|
|
|
14.9
|
6%
|
10.7
|
48%
|
|
|
|
2
|
1e8
|
44.2
|
|
|
38.0
|
16%
|
388.7
|
-88%
|
|
|
|
2
|
1e9
|
838.9
|
|
|
1504.6
|
-44%
|
2381.2
|
-64%
|
|
|
|
3
|
1e7
|
10.7
|
|
|
5.6
|
92%
|
5.5
|
96%
|
|
|
|
3
|
1e8
|
17.3
|
|
|
24.5
|
-29%
|
181.7
|
-90%
|
|
|
|
3
|
1e9
|
424.3
|
|
|
1124.3
|
-62%
|
1343.4
|
-68%
|
|
|
|
4
|
1e7
|
12.0
|
|
|
13.2
|
-8%
|
10.0
|
20%
|
|
|
|
4
|
1e8
|
41.2
|
|
|
17.6
|
134%
|
302.3
|
-86%
|
|
|
|
4
|
1e9
|
749.9
|
|
|
1238.1
|
-39%
|
2073.0
|
-63%
|
|
|
|
5
|
1e7
|
21.0
|
|
|
13.4
|
56%
|
9.7
|
116%
|
|
|
|
5
|
1e8
|
85.0
|
|
|
139.4
|
-39%
|
469.7
|
-81%
|
|
|
NA fraction
by NA fraction Size (unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
14.1
|
|
|
11.5
|
30%
|
9.2
|
58%
|
|
|
|
0
|
1e8
|
45.4
|
|
|
48.5
|
30%
|
329.7
|
-86%
|
|
|
|
0
|
1e9
|
692.7
|
|
|
1243.9
|
-44%
|
1874.9
|
-63%
|
|
|
Sortedness
by Sortedness Size (no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
14.1
|
|
|
11.5
|
30%
|
9.2
|
58%
|
|
|
|
0
|
1e8
|
45.4
|
|
|
48.5
|
30%
|
329.7
|
-86%
|
|
|
|
0
|
1e9
|
692.7
|
|
|
1243.9
|
-44%
|
1874.9
|
-63%
|
|
|
spark
groupby
Overview
by Question (k=1e2, no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
6.1
|
|
|
|
|
6.9
|
-6%
|
7.1
|
-18%
|
|
2
|
9.8
|
|
|
|
|
9.6
|
4%
|
10.0
|
-12%
|
|
3
|
28.3
|
|
|
|
|
29.2
|
2%
|
30.6
|
-2%
|
|
4
|
3.1
|
|
|
|
|
3.5
|
0%
|
3.4
|
-12%
|
|
5
|
23.9
|
|
|
|
|
23.1
|
4%
|
22.6
|
-7%
|
|
7
|
31.6
|
|
|
|
|
28.6
|
6%
|
|
|
|
8
|
57.3
|
|
|
|
|
54.6
|
3%
|
|
|
|
9
|
7.8
|
|
|
|
|
7.9
|
0%
|
9.1
|
-13%
|
|
10
|
275.0
|
|
|
|
|
272.8
|
-3%
|
265.3
|
-7%
|
by Size (k=1e2, no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
1.9
|
|
|
|
|
1.8
|
9%
|
|
|
|
1e8
|
8.0
|
|
|
|
|
8.8
|
-6%
|
|
|
|
1e9
|
137.8
|
|
|
|
|
134.9
|
0%
|
|
|
by K cardinality (no NA, unsorted)
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
49.2
|
|
|
|
|
48.5
|
1%
|
|
|
|
1e1
|
52.9
|
|
|
|
|
48.4
|
0%
|
|
|
|
2e0
|
52.3
|
|
|
|
|
48.7
|
10%
|
|
|
by NA fraction (k=1e2, unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
49.2
|
|
|
|
|
48.5
|
1%
|
|
|
by Sortedness (k=1e2, no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
49.2
|
|
|
|
|
48.5
|
1%
|
|
|
|
1
|
42.5
|
|
|
|
|
38.9
|
7%
|
|
|
Question
by Question Size (k=1e2, no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
2.0
|
|
|
|
|
1.6
|
29%
|
2.2
|
-7%
|
|
1
|
1e8
|
3.1
|
|
|
|
|
6.6
|
-53%
|
6.6
|
-53%
|
|
1
|
1e9
|
13.3
|
|
|
|
|
12.6
|
5%
|
12.4
|
7%
|
|
2
|
1e7
|
1.5
|
|
|
|
|
1.2
|
22%
|
2.1
|
-30%
|
|
2
|
1e8
|
3.5
|
|
|
|
|
3.9
|
-12%
|
3.8
|
-9%
|
|
2
|
1e9
|
24.6
|
|
|
|
|
23.7
|
3%
|
24.1
|
1%
|
|
3
|
1e7
|
1.7
|
|
|
|
|
1.6
|
8%
|
1.7
|
0%
|
|
3
|
1e8
|
6.3
|
|
|
|
|
6.1
|
2%
|
6.3
|
0%
|
|
3
|
1e9
|
76.9
|
|
|
|
|
79.9
|
-3%
|
83.7
|
-8%
|
|
4
|
1e7
|
0.7
|
|
|
|
|
0.6
|
20%
|
0.9
|
-13%
|
|
4
|
1e8
|
1.1
|
|
|
|
|
1.1
|
-2%
|
1.3
|
-13%
|
|
4
|
1e9
|
7.4
|
|
|
|
|
8.8
|
-15%
|
8.2
|
-9%
|
|
5
|
1e7
|
1.3
|
|
|
|
|
1.3
|
1%
|
1.5
|
-15%
|
|
5
|
1e8
|
4.9
|
|
|
|
|
4.5
|
8%
|
5.7
|
-13%
|
|
5
|
1e9
|
65.4
|
|
|
|
|
63.6
|
2%
|
60.5
|
8%
|
|
7
|
1e7
|
1.3
|
|
|
|
|
1.3
|
6%
|
|
|
|
7
|
1e8
|
5.8
|
|
|
|
|
5.8
|
0%
|
|
|
|
7
|
1e9
|
87.8
|
|
|
|
|
78.9
|
11%
|
|
|
|
8
|
1e7
|
2.7
|
|
|
|
|
2.5
|
6%
|
|
|
|
8
|
1e8
|
10.5
|
|
|
|
|
10.7
|
-2%
|
|
|
|
8
|
1e9
|
158.8
|
|
|
|
|
150.5
|
5%
|
|
|
|
9
|
1e7
|
1.1
|
|
|
|
|
1.1
|
-3%
|
1.3
|
-19%
|
|
9
|
1e8
|
2.8
|
|
|
|
|
2.6
|
5%
|
2.9
|
-5%
|
|
9
|
1e9
|
19.5
|
|
|
|
|
20.0
|
-2%
|
22.9
|
-15%
|
|
10
|
1e7
|
4.7
|
|
|
|
|
4.8
|
-3%
|
5.2
|
-9%
|
|
10
|
1e8
|
33.8
|
|
|
|
|
37.3
|
-9%
|
40.8
|
-17%
|
|
10
|
1e9
|
786.4
|
|
|
|
|
776.2
|
1%
|
750.0
|
4%
|
by Question K cardinality (no NA, unsorted)
|
Q
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e2
|
6.1
|
|
|
|
|
6.9
|
-6%
|
7.1
|
-18%
|
|
1
|
1e1
|
5.5
|
|
|
|
|
5.3
|
4%
|
5.3
|
1%
|
|
1
|
2e0
|
5.4
|
|
|
|
|
5.7
|
4%
|
5.4
|
3%
|
|
2
|
1e2
|
9.8
|
|
|
|
|
9.6
|
4%
|
10.0
|
-12%
|
|
2
|
1e1
|
7.0
|
|
|
|
|
6.7
|
13%
|
7.4
|
-13%
|
|
2
|
2e0
|
6.4
|
|
|
|
|
6.2
|
3%
|
5.6
|
9%
|
|
3
|
1e2
|
28.3
|
|
|
|
|
29.2
|
2%
|
30.6
|
-2%
|
|
3
|
1e1
|
59.4
|
|
|
|
|
36.5
|
16%
|
47.5
|
0%
|
|
3
|
2e0
|
55.4
|
|
|
|
|
49.2
|
14%
|
52.7
|
-4%
|
|
4
|
1e2
|
3.1
|
|
|
|
|
3.5
|
0%
|
3.4
|
-12%
|
|
4
|
1e1
|
3.0
|
|
|
|
|
3.1
|
-10%
|
3.4
|
-18%
|
|
4
|
2e0
|
3.5
|
|
|
|
|
3.4
|
29%
|
3.3
|
18%
|
|
5
|
1e2
|
23.9
|
|
|
|
|
23.1
|
4%
|
22.6
|
-7%
|
|
5
|
1e1
|
32.1
|
|
|
|
|
31.9
|
-15%
|
31.1
|
-11%
|
|
5
|
2e0
|
48.0
|
|
|
|
|
42.1
|
24%
|
42.3
|
11%
|
|
7
|
1e2
|
31.6
|
|
|
|
|
28.6
|
6%
|
|
|
|
7
|
1e1
|
43.6
|
|
|
|
|
40.1
|
-2%
|
|
|
|
7
|
2e0
|
61.5
|
|
|
|
|
52.8
|
10%
|
|
|
|
8
|
1e2
|
57.3
|
|
|
|
|
54.6
|
3%
|
|
|
|
8
|
1e1
|
57.4
|
|
|
|
|
52.0
|
1%
|
|
|
|
8
|
2e0
|
66.5
|
|
|
|
|
54.7
|
7%
|
|
|
|
9
|
1e2
|
7.8
|
|
|
|
|
7.9
|
0%
|
9.1
|
-13%
|
|
9
|
1e1
|
5.2
|
|
|
|
|
5.3
|
10%
|
5.5
|
0%
|
|
9
|
2e0
|
4.9
|
|
|
|
|
4.9
|
-4%
|
6.5
|
-25%
|
|
10
|
1e2
|
275.0
|
|
|
|
|
272.8
|
-3%
|
265.3
|
-7%
|
|
10
|
1e1
|
262.7
|
|
|
|
|
254.6
|
-10%
|
269.4
|
-9%
|
|
10
|
2e0
|
218.6
|
|
|
|
|
219.1
|
3%
|
211.5
|
-4%
|
K cardinality
by K cardinality Size (no NA, unsorted)
|
K
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1e7
|
1.9
|
|
|
|
|
1.8
|
9%
|
|
|
|
1e2
|
1e8
|
8.0
|
|
|
|
|
8.8
|
-6%
|
|
|
|
1e2
|
1e9
|
137.8
|
|
|
|
|
134.9
|
0%
|
|
|
|
1e1
|
1e7
|
1.9
|
|
|
|
|
2.2
|
-5%
|
|
|
|
1e1
|
1e8
|
8.5
|
|
|
|
|
9.5
|
-3%
|
|
|
|
1e1
|
1e9
|
148.2
|
|
|
|
|
133.5
|
11%
|
|
|
|
2e0
|
1e7
|
2.2
|
|
|
|
|
1.9
|
21%
|
|
|
|
2e0
|
1e8
|
10.7
|
|
|
|
|
9.7
|
2%
|
|
|
|
2e0
|
1e9
|
143.9
|
|
|
|
|
134.4
|
6%
|
|
|
by K cardinality Question (no NA, unsorted)
|
K
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1
|
6.1
|
|
|
|
|
6.9
|
-6%
|
7.1
|
-18%
|
|
1e2
|
2
|
9.8
|
|
|
|
|
9.6
|
4%
|
10.0
|
-12%
|
|
1e2
|
3
|
28.3
|
|
|
|
|
29.2
|
2%
|
30.6
|
-2%
|
|
1e2
|
4
|
3.1
|
|
|
|
|
3.5
|
0%
|
3.4
|
-12%
|
|
1e2
|
5
|
23.9
|
|
|
|
|
23.1
|
4%
|
22.6
|
-7%
|
|
1e2
|
7
|
31.6
|
|
|
|
|
28.6
|
6%
|
|
|
|
1e2
|
8
|
57.3
|
|
|
|
|
54.6
|
3%
|
|
|
|
1e2
|
9
|
7.8
|
|
|
|
|
7.9
|
0%
|
9.1
|
-13%
|
|
1e2
|
10
|
275.0
|
|
|
|
|
272.8
|
-3%
|
265.3
|
-7%
|
|
1e1
|
1
|
5.5
|
|
|
|
|
5.3
|
4%
|
5.3
|
1%
|
|
1e1
|
2
|
7.0
|
|
|
|
|
6.7
|
13%
|
7.4
|
-13%
|
|
1e1
|
3
|
59.4
|
|
|
|
|
36.5
|
16%
|
47.5
|
0%
|
|
1e1
|
4
|
3.0
|
|
|
|
|
3.1
|
-10%
|
3.4
|
-18%
|
|
1e1
|
5
|
32.1
|
|
|
|
|
31.9
|
-15%
|
31.1
|
-11%
|
|
1e1
|
7
|
43.6
|
|
|
|
|
40.1
|
-2%
|
|
|
|
1e1
|
8
|
57.4
|
|
|
|
|
52.0
|
1%
|
|
|
|
1e1
|
9
|
5.2
|
|
|
|
|
5.3
|
10%
|
5.5
|
0%
|
|
1e1
|
10
|
262.7
|
|
|
|
|
254.6
|
-10%
|
269.4
|
-9%
|
|
2e0
|
1
|
5.4
|
|
|
|
|
5.7
|
4%
|
5.4
|
3%
|
|
2e0
|
2
|
6.4
|
|
|
|
|
6.2
|
3%
|
5.6
|
9%
|
|
2e0
|
3
|
55.4
|
|
|
|
|
49.2
|
14%
|
52.7
|
-4%
|
|
2e0
|
4
|
3.5
|
|
|
|
|
3.4
|
29%
|
3.3
|
18%
|
|
2e0
|
5
|
48.0
|
|
|
|
|
42.1
|
24%
|
42.3
|
11%
|
|
2e0
|
7
|
61.5
|
|
|
|
|
52.8
|
10%
|
|
|
|
2e0
|
8
|
66.5
|
|
|
|
|
54.7
|
7%
|
|
|
|
2e0
|
9
|
4.9
|
|
|
|
|
4.9
|
-4%
|
6.5
|
-25%
|
|
2e0
|
10
|
218.6
|
|
|
|
|
219.1
|
3%
|
211.5
|
-4%
|
NA fraction
by NA fraction Size (k=1e2, unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
1.9
|
|
|
|
|
1.8
|
9%
|
|
|
|
0
|
1e8
|
8.0
|
|
|
|
|
8.8
|
-6%
|
|
|
|
0
|
1e9
|
137.8
|
|
|
|
|
134.9
|
0%
|
|
|
Sortedness
by Sortedness Size (k=1e2, no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
1.9
|
|
|
|
|
1.8
|
9%
|
|
|
|
0
|
1e8
|
8.0
|
|
|
|
|
8.8
|
-6%
|
|
|
|
0
|
1e9
|
137.8
|
|
|
|
|
134.9
|
0%
|
|
|
|
1
|
1e7
|
1.9
|
|
|
|
|
1.9
|
4%
|
|
|
|
1
|
1e8
|
7.5
|
|
|
|
|
7.0
|
2%
|
|
|
|
1
|
1e9
|
118.0
|
|
|
|
|
107.7
|
14%
|
|
|
join
Overview
by Question (no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
293.9
|
|
|
|
|
234.7
|
22%
|
|
|
|
2
|
672.7
|
|
|
|
|
602.1
|
26%
|
|
|
|
3
|
740.3
|
|
|
|
|
645.6
|
20%
|
|
|
|
4
|
|
|
|
|
|
617.1
|
|
|
|
|
5
|
45.2
|
|
|
|
|
36.8
|
14%
|
|
|
by Size (no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
5.8
|
|
|
|
|
5.4
|
8%
|
|
|
|
1e8
|
51.6
|
|
|
|
|
37.5
|
39%
|
|
|
|
1e9
|
|
|
|
|
|
1539.3
|
|
|
|
by NA fraction (unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
|
|
|
|
|
455.1
|
|
|
|
by Sortedness (no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
|
|
|
|
|
455.1
|
|
|
|
Question
by Question Size (no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
4.2
|
|
|
|
|
4.2
|
1%
|
|
|
|
1
|
1e8
|
37.1
|
|
|
|
|
26.2
|
41%
|
|
|
|
1
|
1e9
|
840.5
|
|
|
|
|
673.7
|
24%
|
|
|
|
2
|
1e7
|
4.4
|
|
|
|
|
3.5
|
25%
|
|
|
|
2
|
1e8
|
46.0
|
|
|
|
|
32.3
|
42%
|
|
|
|
2
|
1e9
|
1967.6
|
|
|
|
|
1770.4
|
11%
|
|
|
|
3
|
1e7
|
4.6
|
|
|
|
|
4.4
|
3%
|
|
|
|
3
|
1e8
|
49.7
|
|
|
|
|
34.6
|
43%
|
|
|
|
3
|
1e9
|
2166.5
|
|
|
|
|
1897.8
|
14%
|
|
|
|
4
|
1e7
|
4.3
|
|
|
|
|
4.0
|
7%
|
|
|
|
4
|
1e8
|
45.7
|
|
|
|
|
32.0
|
43%
|
|
|
|
4
|
1e9
|
|
|
|
|
|
1815.3
|
|
|
|
|
5
|
1e7
|
11.3
|
|
|
|
|
11.0
|
3%
|
|
|
|
5
|
1e8
|
79.2
|
|
|
|
|
62.6
|
26%
|
|
|
NA fraction
by NA fraction Size (unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
5.8
|
|
|
|
|
5.4
|
8%
|
|
|
|
0
|
1e8
|
51.6
|
|
|
|
|
37.5
|
39%
|
|
|
|
0
|
1e9
|
|
|
|
|
|
1539.3
|
|
|
|
Sortedness
by Sortedness Size (no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
5.8
|
|
|
|
|
5.4
|
8%
|
|
|
|
0
|
1e8
|
51.6
|
|
|
|
|
37.5
|
39%
|
|
|
|
0
|
1e9
|
|
|
|
|
|
1539.3
|
|
|
|
cudf
groupby
Overview
by Question (k=1e2, no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
0.0
|
|
|
|
|
0.1
|
-66%
|
|
|
|
2
|
0.0
|
|
|
|
|
0.1
|
-40%
|
|
|
|
3
|
0.1
|
|
|
|
|
1.0
|
-85%
|
|
|
|
4
|
0.1
|
|
|
|
|
0.3
|
-52%
|
|
|
|
5
|
0.1
|
|
|
|
|
0.1
|
-10%
|
|
|
|
6
|
0.5
|
|
|
|
|
|
|
|
|
|
10
|
0.5
|
|
|
|
|
0.5
|
3%
|
|
|
by Size (k=1e2, no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
0.2
|
|
|
|
|
|
|
|
|
by K cardinality (no NA, unsorted)
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
0.2
|
|
|
|
|
|
|
|
|
|
1e1
|
0.2
|
|
|
|
|
|
|
|
|
|
2e0
|
0.2
|
|
|
|
|
|
|
|
|
by NA fraction (k=1e2, unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
0.2
|
|
|
|
|
|
|
|
|
by Sortedness (k=1e2, no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
0.2
|
|
|
|
|
|
|
|
|
|
1
|
0.2
|
|
|
|
|
|
|
|
|
Question
by Question Size (k=1e2, no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
0.0
|
|
|
|
|
0.1
|
-66%
|
|
|
|
2
|
1e7
|
0.0
|
|
|
|
|
0.1
|
-40%
|
|
|
|
3
|
1e7
|
0.1
|
|
|
|
|
1.0
|
-85%
|
|
|
|
4
|
1e7
|
0.1
|
|
|
|
|
0.3
|
-52%
|
|
|
|
5
|
1e7
|
0.1
|
|
|
|
|
0.1
|
-10%
|
|
|
|
6
|
1e7
|
0.5
|
|
|
|
|
|
|
|
|
|
10
|
1e7
|
0.5
|
|
|
|
|
0.5
|
3%
|
|
|
by Question K cardinality (no NA, unsorted)
|
Q
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e2
|
0.0
|
|
|
|
|
0.1
|
-66%
|
|
|
|
1
|
1e1
|
0.0
|
|
|
|
|
0.0
|
-20%
|
|
|
|
1
|
2e0
|
0.0
|
|
|
|
|
0.0
|
-8%
|
|
|
|
2
|
1e2
|
0.0
|
|
|
|
|
0.1
|
-40%
|
|
|
|
2
|
1e1
|
0.0
|
|
|
|
|
0.0
|
17%
|
|
|
|
2
|
2e0
|
0.0
|
|
|
|
|
0.0
|
19%
|
|
|
|
3
|
1e2
|
0.1
|
|
|
|
|
1.0
|
-85%
|
|
|
|
3
|
1e1
|
0.2
|
|
|
|
|
0.1
|
44%
|
|
|
|
3
|
2e0
|
0.2
|
|
|
|
|
0.2
|
-1%
|
|
|
|
4
|
1e2
|
0.1
|
|
|
|
|
0.3
|
-52%
|
|
|
|
4
|
1e1
|
0.1
|
|
|
|
|
0.0
|
112%
|
|
|
|
4
|
2e0
|
0.1
|
|
|
|
|
0.1
|
55%
|
|
|
|
5
|
1e2
|
0.1
|
|
|
|
|
0.1
|
-10%
|
|
|
|
5
|
1e1
|
0.1
|
|
|
|
|
0.1
|
-8%
|
|
|
|
5
|
2e0
|
0.1
|
|
|
|
|
0.1
|
-6%
|
|
|
|
6
|
1e2
|
0.5
|
|
|
|
|
|
|
|
|
|
6
|
1e1
|
0.4
|
|
|
|
|
|
|
|
|
|
6
|
2e0
|
0.3
|
|
|
|
|
|
|
|
|
|
10
|
1e2
|
0.5
|
|
|
|
|
0.5
|
3%
|
|
|
|
10
|
1e1
|
0.6
|
|
|
|
|
0.6
|
3%
|
|
|
|
10
|
2e0
|
0.6
|
|
|
|
|
0.7
|
-3%
|
|
|
K cardinality
by K cardinality Size (no NA, unsorted)
|
K
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1e7
|
0.2
|
|
|
|
|
|
|
|
|
|
1e1
|
1e7
|
0.2
|
|
|
|
|
|
|
|
|
|
2e0
|
1e7
|
0.2
|
|
|
|
|
|
|
|
|
by K cardinality Question (no NA, unsorted)
|
K
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1
|
0.0
|
|
|
|
|
0.1
|
-66%
|
|
|
|
1e2
|
2
|
0.0
|
|
|
|
|
0.1
|
-40%
|
|
|
|
1e2
|
3
|
0.1
|
|
|
|
|
1.0
|
-85%
|
|
|
|
1e2
|
4
|
0.1
|
|
|
|
|
0.3
|
-52%
|
|
|
|
1e2
|
5
|
0.1
|
|
|
|
|
0.1
|
-10%
|
|
|
|
1e2
|
6
|
0.5
|
|
|
|
|
|
|
|
|
|
1e2
|
10
|
0.5
|
|
|
|
|
0.5
|
3%
|
|
|
|
1e1
|
1
|
0.0
|
|
|
|
|
0.0
|
-20%
|
|
|
|
1e1
|
2
|
0.0
|
|
|
|
|
0.0
|
17%
|
|
|
|
1e1
|
3
|
0.2
|
|
|
|
|
0.1
|
44%
|
|
|
|
1e1
|
4
|
0.1
|
|
|
|
|
0.0
|
112%
|
|
|
|
1e1
|
5
|
0.1
|
|
|
|
|
0.1
|
-8%
|
|
|
|
1e1
|
6
|
0.4
|
|
|
|
|
|
|
|
|
|
1e1
|
10
|
0.6
|
|
|
|
|
0.6
|
3%
|
|
|
|
2e0
|
1
|
0.0
|
|
|
|
|
0.0
|
-8%
|
|
|
|
2e0
|
2
|
0.0
|
|
|
|
|
0.0
|
19%
|
|
|
|
2e0
|
3
|
0.2
|
|
|
|
|
0.2
|
-1%
|
|
|
|
2e0
|
4
|
0.1
|
|
|
|
|
0.1
|
55%
|
|
|
|
2e0
|
5
|
0.1
|
|
|
|
|
0.1
|
-6%
|
|
|
|
2e0
|
6
|
0.3
|
|
|
|
|
|
|
|
|
|
2e0
|
10
|
0.6
|
|
|
|
|
0.7
|
-3%
|
|
|
NA fraction
by NA fraction Size (k=1e2, unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
0.2
|
|
|
|
|
|
|
|
|
Sortedness
by Sortedness Size (k=1e2, no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
0.2
|
|
|
|
|
|
|
|
|
|
1
|
1e7
|
0.2
|
|
|
|
|
|
|
|
|
join
Overview
by Question (no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
0.1
|
|
|
|
|
0.0
|
103%
|
|
|
|
2
|
0.0
|
|
|
|
|
0.0
|
-2%
|
|
|
|
3
|
0.0
|
|
|
|
|
0.0
|
0%
|
|
|
|
4
|
0.0
|
|
|
|
|
0.0
|
0%
|
|
|
|
5
|
0.2
|
|
|
|
|
0.2
|
1%
|
|
|
by Size (no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
0.1
|
|
|
|
|
0.1
|
20%
|
|
|
by NA fraction (unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
0.1
|
|
|
|
|
0.1
|
20%
|
|
|
by Sortedness (no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
0.1
|
|
|
|
|
0.1
|
20%
|
|
|
Question
by Question Size (no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
0.1
|
|
|
|
|
0.0
|
103%
|
|
|
|
2
|
1e7
|
0.0
|
|
|
|
|
0.0
|
-2%
|
|
|
|
3
|
1e7
|
0.0
|
|
|
|
|
0.0
|
0%
|
|
|
|
4
|
1e7
|
0.0
|
|
|
|
|
0.0
|
0%
|
|
|
|
5
|
1e7
|
0.2
|
|
|
|
|
0.2
|
1%
|
|
|
NA fraction
by NA fraction Size (unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
0.1
|
|
|
|
|
0.1
|
20%
|
|
|
Sortedness
by Sortedness Size (no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
0.1
|
|
|
|
|
0.1
|
20%
|
|
|
dask
groupby
Overview
by Question (k=1e2, no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
|
|
|
|
|
352.6
|
|
|
|
|
2
|
0.9
|
|
|
0.8
|
22%
|
0.8
|
15%
|
0.9
|
112%
|
|
3
|
25.4
|
|
|
24.4
|
8%
|
25.6
|
3%
|
69.0
|
-24%
|
|
4
|
0.8
|
|
|
0.8
|
-1%
|
0.9
|
-7%
|
1.0
|
49%
|
|
5
|
5.1
|
|
|
4.9
|
-4%
|
4.9
|
0%
|
4.1
|
93%
|
|
7
|
22.4
|
|
|
21.6
|
0%
|
22.7
|
5%
|
|
|
|
8
|
208.2
|
|
|
219.0
|
-2%
|
212.4
|
0%
|
|
|
|
10
|
|
|
|
|
|
|
|
253.8
|
|
by Size (k=1e2, no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
6.2
|
|
|
6.2
|
5%
|
6.2
|
7%
|
|
|
|
1e8
|
|
|
|
|
|
|
|
|
|
|
1e9
|
|
|
|
|
|
1049.4
|
|
|
|
by K cardinality (no NA, unsorted)
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
|
|
|
|
|
|
|
|
|
|
1e1
|
|
|
|
|
|
|
|
|
|
|
2e0
|
|
|
|
|
|
|
|
|
|
by NA fraction (k=1e2, unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
|
|
|
|
|
|
|
|
|
by Sortedness (k=1e2, no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
|
|
|
|
|
|
|
|
|
|
1
|
|
|
|
|
|
|
|
|
|
Question
by Question Size (k=1e2, no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
0.3
|
|
|
0.3
|
2%
|
0.2
|
30%
|
0.1
|
118%
|
|
1
|
1e8
|
8.0
|
|
|
6.9
|
16%
|
8.2
|
-2%
|
0.6
|
1152%
|
|
1
|
1e9
|
|
|
|
|
|
1049.4
|
|
|
|
|
2
|
1e7
|
0.8
|
|
|
0.5
|
45%
|
0.6
|
28%
|
0.2
|
261%
|
|
2
|
1e8
|
1.0
|
|
|
1.0
|
0%
|
0.9
|
3%
|
1.5
|
-36%
|
|
3
|
1e7
|
1.9
|
|
|
1.7
|
12%
|
1.7
|
7%
|
1.6
|
15%
|
|
3
|
1e8
|
49.0
|
|
|
47.2
|
3%
|
49.4
|
0%
|
136.3
|
-64%
|
|
4
|
1e7
|
0.6
|
|
|
0.5
|
0%
|
0.7
|
-16%
|
0.2
|
136%
|
|
4
|
1e8
|
1.1
|
|
|
1.1
|
-3%
|
1.1
|
0%
|
1.8
|
-38%
|
|
5
|
1e7
|
1.0
|
|
|
1.2
|
-14%
|
1.0
|
-1%
|
0.4
|
171%
|
|
5
|
1e8
|
9.2
|
|
|
8.7
|
5%
|
8.8
|
3%
|
7.9
|
16%
|
|
7
|
1e7
|
1.7
|
|
|
1.8
|
-3%
|
1.5
|
13%
|
|
|
|
7
|
1e8
|
43.1
|
|
|
41.3
|
4%
|
44.0
|
-1%
|
|
|
|
8
|
1e7
|
24.2
|
|
|
24.0
|
0%
|
24.1
|
0%
|
|
|
|
8
|
1e8
|
392.3
|
|
|
414.1
|
-5%
|
400.6
|
-2%
|
|
|
|
10
|
1e7
|
19.3
|
|
|
19.5
|
-1%
|
20.0
|
-3%
|
15.3
|
26%
|
|
10
|
1e8
|
|
|
|
|
|
|
|
492.2
|
|
by Question K cardinality (no NA, unsorted)
|
Q
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e2
|
|
|
|
|
|
352.6
|
|
|
|
|
1
|
1e1
|
|
|
|
306.5
|
|
|
|
|
|
|
1
|
2e0
|
6.0
|
|
|
6.2
|
0%
|
5.7
|
22%
|
0.4
|
947%
|
|
2
|
1e2
|
0.9
|
|
|
0.8
|
22%
|
0.8
|
15%
|
0.9
|
112%
|
|
2
|
1e1
|
0.5
|
|
|
0.6
|
-12%
|
0.5
|
-10%
|
0.7
|
45%
|
|
2
|
2e0
|
0.6
|
|
|
0.6
|
-4%
|
0.5
|
2%
|
0.6
|
81%
|
|
3
|
1e2
|
25.4
|
|
|
24.4
|
8%
|
25.6
|
3%
|
69.0
|
-24%
|
|
3
|
1e1
|
173.3
|
|
|
173.7
|
1%
|
169.4
|
-1%
|
245.2
|
-9%
|
|
3
|
2e0
|
|
|
|
|
|
|
|
408.2
|
|
|
4
|
1e2
|
0.8
|
|
|
0.8
|
-1%
|
0.9
|
-7%
|
1.0
|
49%
|
|
4
|
1e1
|
4.7
|
|
|
5.2
|
-8%
|
2.5
|
48%
|
1.1
|
243%
|
|
4
|
2e0
|
|
|
|
|
|
|
|
1.0
|
|
|
5
|
1e2
|
5.1
|
|
|
4.9
|
-4%
|
4.9
|
0%
|
4.1
|
93%
|
|
5
|
1e1
|
22.0
|
|
|
21.5
|
1%
|
20.2
|
4%
|
14.9
|
95%
|
|
5
|
2e0
|
|
|
|
|
|
|
|
35.4
|
|
|
7
|
1e2
|
22.4
|
|
|
21.6
|
0%
|
22.7
|
5%
|
|
|
|
7
|
1e1
|
164.3
|
|
|
165.7
|
-2%
|
146.6
|
4%
|
|
|
|
7
|
2e0
|
36.2
|
|
|
36.6
|
-1%
|
36.2
|
0%
|
|
|
|
8
|
1e2
|
208.2
|
|
|
219.0
|
-2%
|
212.4
|
0%
|
|
|
|
8
|
1e1
|
2265.3
|
|
|
1823.3
|
11%
|
2249.9
|
0%
|
|
|
|
8
|
2e0
|
1043.5
|
|
|
1053.0
|
0%
|
1028.6
|
1%
|
|
|
|
10
|
1e2
|
|
|
|
|
|
|
|
253.8
|
|
|
10
|
1e1
|
|
|
|
|
|
|
|
390.4
|
|
|
10
|
2e0
|
|
|
|
|
|
|
|
636.4
|
|
K cardinality
by K cardinality Size (no NA, unsorted)
|
K
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1e7
|
6.2
|
|
|
6.2
|
5%
|
6.2
|
7%
|
|
|
|
1e2
|
1e8
|
|
|
|
|
|
|
|
|
|
|
1e2
|
1e9
|
|
|
|
|
|
1049.4
|
|
|
|
|
1e1
|
1e7
|
33.6
|
|
|
34.4
|
-5%
|
33.8
|
0%
|
|
|
|
1e1
|
1e8
|
|
|
|
|
|
|
|
|
|
|
1e1
|
1e9
|
|
|
|
909.3
|
|
|
|
|
|
|
2e0
|
1e7
|
147.3
|
|
|
148.9
|
-3%
|
145.7
|
1%
|
|
|
|
2e0
|
1e8
|
|
|
|
|
|
|
|
347.5
|
|
by K cardinality Question (no NA, unsorted)
|
K
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1
|
|
|
|
|
|
352.6
|
|
|
|
|
1e2
|
2
|
0.9
|
|
|
0.8
|
22%
|
0.8
|
15%
|
0.9
|
112%
|
|
1e2
|
3
|
25.4
|
|
|
24.4
|
8%
|
25.6
|
3%
|
69.0
|
-24%
|
|
1e2
|
4
|
0.8
|
|
|
0.8
|
-1%
|
0.9
|
-7%
|
1.0
|
49%
|
|
1e2
|
5
|
5.1
|
|
|
4.9
|
-4%
|
4.9
|
0%
|
4.1
|
93%
|
|
1e2
|
7
|
22.4
|
|
|
21.6
|
0%
|
22.7
|
5%
|
|
|
|
1e2
|
8
|
208.2
|
|
|
219.0
|
-2%
|
212.4
|
0%
|
|
|
|
1e2
|
10
|
|
|
|
|
|
|
|
253.8
|
|
|
1e1
|
1
|
|
|
|
306.5
|
|
|
|
|
|
|
1e1
|
2
|
0.5
|
|
|
0.6
|
-12%
|
0.5
|
-10%
|
0.7
|
45%
|
|
1e1
|
3
|
173.3
|
|
|
173.7
|
1%
|
169.4
|
-1%
|
245.2
|
-9%
|
|
1e1
|
4
|
4.7
|
|
|
5.2
|
-8%
|
2.5
|
48%
|
1.1
|
243%
|
|
1e1
|
5
|
22.0
|
|
|
21.5
|
1%
|
20.2
|
4%
|
14.9
|
95%
|
|
1e1
|
7
|
164.3
|
|
|
165.7
|
-2%
|
146.6
|
4%
|
|
|
|
1e1
|
8
|
2265.3
|
|
|
1823.3
|
11%
|
2249.9
|
0%
|
|
|
|
1e1
|
10
|
|
|
|
|
|
|
|
390.4
|
|
|
2e0
|
1
|
6.0
|
|
|
6.2
|
0%
|
5.7
|
22%
|
0.4
|
947%
|
|
2e0
|
2
|
0.6
|
|
|
0.6
|
-4%
|
0.5
|
2%
|
0.6
|
81%
|
|
2e0
|
3
|
|
|
|
|
|
|
|
408.2
|
|
|
2e0
|
4
|
|
|
|
|
|
|
|
1.0
|
|
|
2e0
|
5
|
|
|
|
|
|
|
|
35.4
|
|
|
2e0
|
7
|
36.2
|
|
|
36.6
|
-1%
|
36.2
|
0%
|
|
|
|
2e0
|
8
|
1043.5
|
|
|
1053.0
|
0%
|
1028.6
|
1%
|
|
|
|
2e0
|
10
|
|
|
|
|
|
|
|
636.4
|
|
NA fraction
by NA fraction Size (k=1e2, unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
6.2
|
|
|
6.2
|
5%
|
6.2
|
7%
|
|
|
|
0
|
1e8
|
|
|
|
|
|
|
|
|
|
|
0
|
1e9
|
|
|
|
|
|
1049.4
|
|
|
|
Sortedness
by Sortedness Size (k=1e2, no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
6.2
|
|
|
6.2
|
5%
|
6.2
|
7%
|
|
|
|
0
|
1e8
|
|
|
|
|
|
|
|
|
|
|
0
|
1e9
|
|
|
|
|
|
1049.4
|
|
|
|
|
1
|
1e7
|
6.0
|
|
|
6.1
|
-4%
|
6.0
|
-4%
|
|
|
|
1
|
1e8
|
|
|
|
|
|
|
|
|
|
|
1
|
1e9
|
|
|
|
|
|
970.0
|
|
|
|
join
Overview
by Question (no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
104.6
|
|
|
102.8
|
1%
|
117.1
|
-7%
|
|
|
|
2
|
119.9
|
|
|
116.8
|
2%
|
132.6
|
-5%
|
|
|
|
3
|
111.1
|
|
|
123.9
|
-4%
|
127.9
|
-6%
|
|
|
|
4
|
146.5
|
|
|
135.7
|
5%
|
147.1
|
0%
|
|
|
|
5
|
211.2
|
|
|
204.9
|
3%
|
208.3
|
1%
|
|
|
by Size (no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
55.6
|
|
|
54.1
|
2%
|
55.1
|
0%
|
|
|
|
1e8
|
224.3
|
|
|
223.2
|
0%
|
245.6
|
-9%
|
|
|
by NA fraction (unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
130.6
|
|
|
129.2
|
1%
|
139.7
|
-3%
|
|
|
by Sortedness (no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
130.6
|
|
|
129.2
|
1%
|
139.7
|
-3%
|
|
|
Question
by Question Size (no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
15.1
|
|
|
14.8
|
2%
|
15.7
|
-3%
|
|
|
|
1
|
1e8
|
194.0
|
|
|
190.7
|
1%
|
218.5
|
-11%
|
|
|
|
2
|
1e7
|
17.0
|
|
|
16.6
|
2%
|
17.0
|
0%
|
|
|
|
2
|
1e8
|
222.8
|
|
|
216.9
|
2%
|
248.2
|
-10%
|
|
|
|
3
|
1e7
|
15.3
|
|
|
14.9
|
2%
|
15.2
|
0%
|
|
|
|
3
|
1e8
|
206.8
|
|
|
232.8
|
-11%
|
240.6
|
-14%
|
|
|
|
4
|
1e7
|
19.6
|
|
|
19.1
|
2%
|
19.2
|
2%
|
|
|
|
4
|
1e8
|
273.4
|
|
|
252.4
|
8%
|
275.0
|
0%
|
|
|
|
5
|
1e7
|
211.2
|
|
|
204.9
|
3%
|
208.3
|
1%
|
|
|
NA fraction
by NA fraction Size (unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
55.6
|
|
|
54.1
|
2%
|
55.1
|
0%
|
|
|
|
0
|
1e8
|
224.3
|
|
|
223.2
|
0%
|
245.6
|
-9%
|
|
|
Sortedness
by Sortedness Size (no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
55.6
|
|
|
54.1
|
2%
|
55.1
|
0%
|
|
|
|
0
|
1e8
|
224.3
|
|
|
223.2
|
0%
|
245.6
|
-9%
|
|
|
juliadf
groupby
Overview
by Question (k=1e2, no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
11.6
|
|
|
12.0
|
0%
|
14.3
|
-13%
|
|
|
|
2
|
6.0
|
|
|
5.2
|
9%
|
4.1
|
20%
|
|
|
|
3
|
62.4
|
|
|
57.5
|
3%
|
58.6
|
0%
|
|
|
|
4
|
14.2
|
|
|
12.2
|
10%
|
14.0
|
5%
|
|
|
|
5
|
76.1
|
|
|
70.6
|
1%
|
77.7
|
-5%
|
|
|
|
6
|
64.1
|
|
|
70.2
|
-1%
|
72.2
|
-2%
|
|
|
|
7
|
152.6
|
|
|
149.0
|
0%
|
142.6
|
3%
|
|
|
|
8
|
144.3
|
|
|
151.8
|
-2%
|
153.3
|
-2%
|
|
|
|
9
|
98.2
|
|
|
82.4
|
8%
|
82.3
|
9%
|
|
|
|
10
|
252.2
|
|
|
243.7
|
1%
|
254.9
|
-2%
|
|
|
by Size (k=1e2, no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
2.0
|
|
|
1.9
|
2%
|
1.9
|
2%
|
|
|
|
1e8
|
13.1
|
|
|
13.2
|
1%
|
13.9
|
-3%
|
|
|
|
1e9
|
249.4
|
|
|
241.3
|
5%
|
246.4
|
4%
|
|
|
by K cardinality (no NA, unsorted)
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
88.2
|
|
|
85.5
|
3%
|
87.4
|
1%
|
|
|
|
1e1
|
11.3
|
|
|
11.3
|
-2%
|
11.6
|
0%
|
|
|
|
2e0
|
|
|
|
|
|
|
|
|
|
by NA fraction (k=1e2, unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
88.2
|
|
|
85.5
|
3%
|
87.4
|
1%
|
|
|
by Sortedness (k=1e2, no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
88.2
|
|
|
85.5
|
3%
|
87.4
|
1%
|
|
|
|
1
|
73.4
|
|
|
74.6
|
0%
|
80.4
|
-1%
|
|
|
Question
by Question Size (k=1e2, no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
6.6
|
|
|
6.3
|
5%
|
7.0
|
-5%
|
4.8
|
37%
|
|
1
|
1e8
|
7.4
|
|
|
7.5
|
-1%
|
8.3
|
-10%
|
6.2
|
19%
|
|
1
|
1e9
|
20.8
|
|
|
22.2
|
-6%
|
27.6
|
-24%
|
|
|
|
2
|
1e7
|
0.3
|
|
|
0.3
|
1%
|
0.3
|
5%
|
0.6
|
-44%
|
|
2
|
1e8
|
1.4
|
|
|
1.2
|
10%
|
1.3
|
6%
|
4.8
|
-70%
|
|
2
|
1e9
|
16.2
|
|
|
14.0
|
15%
|
10.8
|
50%
|
|
|
|
3
|
1e7
|
1.0
|
|
|
1.0
|
1%
|
1.1
|
-3%
|
1.1
|
-10%
|
|
3
|
1e8
|
4.9
|
|
|
4.9
|
0%
|
5.0
|
-2%
|
14.8
|
-66%
|
|
3
|
1e9
|
181.3
|
|
|
166.7
|
8%
|
169.8
|
6%
|
|
|
|
4
|
1e7
|
0.7
|
|
|
0.6
|
9%
|
0.6
|
13%
|
0.7
|
0%
|
|
4
|
1e8
|
3.0
|
|
|
2.9
|
5%
|
3.0
|
2%
|
3.8
|
-21%
|
|
4
|
1e9
|
38.8
|
|
|
33.2
|
16%
|
38.3
|
1%
|
|
|
|
5
|
1e7
|
0.7
|
|
|
0.7
|
-5%
|
0.7
|
-7%
|
1.1
|
-40%
|
|
5
|
1e8
|
8.9
|
|
|
8.8
|
1%
|
9.6
|
-7%
|
19.0
|
-53%
|
|
5
|
1e9
|
218.8
|
|
|
202.4
|
8%
|
222.8
|
-1%
|
|
|
|
6
|
1e7
|
2.6
|
|
|
2.5
|
3%
|
2.5
|
6%
|
|
|
|
6
|
1e8
|
15.6
|
|
|
15.3
|
1%
|
15.8
|
-1%
|
|
|
|
6
|
1e9
|
174.1
|
|
|
192.7
|
-9%
|
198.2
|
-12%
|
|
|
|
7
|
1e7
|
1.6
|
|
|
1.6
|
0%
|
1.5
|
3%
|
|
|
|
7
|
1e8
|
16.9
|
|
|
17.1
|
0%
|
17.3
|
-1%
|
|
|
|
7
|
1e9
|
439.3
|
|
|
428.4
|
2%
|
409.1
|
7%
|
|
|
|
8
|
1e7
|
1.9
|
|
|
1.9
|
0%
|
1.9
|
1%
|
|
|
|
8
|
1e8
|
23.8
|
|
|
24.0
|
0%
|
24.6
|
-3%
|
|
|
|
8
|
1e9
|
407.1
|
|
|
429.6
|
-5%
|
433.5
|
-6%
|
|
|
|
9
|
1e7
|
1.8
|
|
|
1.8
|
4%
|
1.7
|
6%
|
2.1
|
-10%
|
|
9
|
1e8
|
15.9
|
|
|
15.9
|
0%
|
15.9
|
0%
|
16.1
|
-1%
|
|
9
|
1e9
|
276.9
|
|
|
229.5
|
20%
|
229.4
|
20%
|
|
|
|
10
|
1e7
|
2.3
|
|
|
2.3
|
2%
|
2.2
|
5%
|
3.2
|
-26%
|
|
10
|
1e8
|
33.5
|
|
|
34.2
|
-2%
|
38.2
|
-12%
|
34.0
|
-1%
|
|
10
|
1e9
|
720.8
|
|
|
694.6
|
3%
|
724.2
|
0%
|
|
|
by Question K cardinality (no NA, unsorted)
|
Q
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e2
|
11.6
|
|
|
12.0
|
0%
|
14.3
|
-13%
|
|
|
|
1
|
1e1
|
7.6
|
|
|
7.7
|
-1%
|
8.2
|
-6%
|
5.8
|
32%
|
|
1
|
2e0
|
|
|
|
|
|
|
|
7.5
|
|
|
2
|
1e2
|
6.0
|
|
|
5.2
|
9%
|
4.1
|
20%
|
|
|
|
2
|
1e1
|
0.7
|
|
|
0.8
|
-10%
|
0.7
|
-2%
|
1.2
|
-28%
|
|
2
|
2e0
|
|
|
|
|
|
|
|
1.1
|
|
|
3
|
1e2
|
62.4
|
|
|
57.5
|
3%
|
58.6
|
0%
|
|
|
|
3
|
1e1
|
9.9
|
|
|
9.8
|
0%
|
10.1
|
-1%
|
17.7
|
-39%
|
|
3
|
2e0
|
|
|
|
|
|
|
|
24.8
|
|
|
4
|
1e2
|
14.2
|
|
|
12.2
|
10%
|
14.0
|
5%
|
|
|
|
4
|
1e1
|
1.9
|
|
|
1.8
|
0%
|
1.9
|
7%
|
2.3
|
-13%
|
|
4
|
2e0
|
|
|
|
|
|
|
|
2.5
|
|
|
5
|
1e2
|
76.1
|
|
|
70.6
|
1%
|
77.7
|
-5%
|
|
|
|
5
|
1e1
|
8.2
|
|
|
8.1
|
-1%
|
8.5
|
-6%
|
16.4
|
-51%
|
|
5
|
2e0
|
|
|
|
|
|
|
|
21.1
|
|
|
6
|
1e2
|
64.1
|
|
|
70.2
|
-1%
|
72.2
|
-2%
|
|
|
|
6
|
1e1
|
6.6
|
|
|
6.9
|
-5%
|
6.5
|
3%
|
|
|
|
6
|
2e0
|
2.0
|
|
|
2.0
|
0%
|
1.9
|
4%
|
|
|
|
7
|
1e2
|
152.6
|
|
|
149.0
|
0%
|
142.6
|
3%
|
|
|
|
7
|
1e1
|
18.5
|
|
|
18.5
|
-1%
|
18.9
|
-2%
|
|
|
|
7
|
2e0
|
4.1
|
|
|
4.2
|
-1%
|
4.2
|
-1%
|
|
|
|
8
|
1e2
|
144.3
|
|
|
151.8
|
-2%
|
153.3
|
-2%
|
|
|
|
8
|
1e1
|
29.8
|
|
|
29.5
|
0%
|
31.6
|
-5%
|
|
|
|
8
|
2e0
|
9.6
|
|
|
9.5
|
1%
|
9.9
|
-3%
|
|
|
|
9
|
1e2
|
98.2
|
|
|
82.4
|
8%
|
82.3
|
9%
|
|
|
|
9
|
1e1
|
6.3
|
|
|
6.3
|
-2%
|
6.2
|
4%
|
6.2
|
-9%
|
|
9
|
2e0
|
|
|
|
|
|
|
|
6.7
|
|
|
10
|
1e2
|
252.2
|
|
|
243.7
|
1%
|
254.9
|
-2%
|
|
|
|
10
|
1e1
|
23.8
|
|
|
23.7
|
-2%
|
23.4
|
1%
|
25.2
|
-14%
|
|
10
|
2e0
|
|
|
|
|
|
|
|
34.5
|
|
K cardinality
by K cardinality Size (no NA, unsorted)
|
K
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1e7
|
2.0
|
|
|
1.9
|
2%
|
1.9
|
2%
|
|
|
|
1e2
|
1e8
|
13.1
|
|
|
13.2
|
1%
|
13.9
|
-3%
|
|
|
|
1e2
|
1e9
|
249.4
|
|
|
241.3
|
5%
|
246.4
|
4%
|
|
|
|
1e1
|
1e7
|
2.3
|
|
|
2.4
|
-4%
|
2.3
|
1%
|
|
|
|
1e1
|
1e8
|
20.3
|
|
|
20.2
|
0%
|
20.9
|
-2%
|
|
|
|
2e0
|
1e7
|
3.1
|
|
|
3.1
|
1%
|
3.2
|
1%
|
|
|
|
2e0
|
1e8
|
|
|
|
|
|
|
|
25.0
|
|
by K cardinality Question (no NA, unsorted)
|
K
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1
|
11.6
|
|
|
12.0
|
0%
|
14.3
|
-13%
|
|
|
|
1e2
|
2
|
6.0
|
|
|
5.2
|
9%
|
4.1
|
20%
|
|
|
|
1e2
|
3
|
62.4
|
|
|
57.5
|
3%
|
58.6
|
0%
|
|
|
|
1e2
|
4
|
14.2
|
|
|
12.2
|
10%
|
14.0
|
5%
|
|
|
|
1e2
|
5
|
76.1
|
|
|
70.6
|
1%
|
77.7
|
-5%
|
|
|
|
1e2
|
6
|
64.1
|
|
|
70.2
|
-1%
|
72.2
|
-2%
|
|
|
|
1e2
|
7
|
152.6
|
|
|
149.0
|
0%
|
142.6
|
3%
|
|
|
|
1e2
|
8
|
144.3
|
|
|
151.8
|
-2%
|
153.3
|
-2%
|
|
|
|
1e2
|
9
|
98.2
|
|
|
82.4
|
8%
|
82.3
|
9%
|
|
|
|
1e2
|
10
|
252.2
|
|
|
243.7
|
1%
|
254.9
|
-2%
|
|
|
|
1e1
|
1
|
7.6
|
|
|
7.7
|
-1%
|
8.2
|
-6%
|
5.8
|
32%
|
|
1e1
|
2
|
0.7
|
|
|
0.8
|
-10%
|
0.7
|
-2%
|
1.2
|
-28%
|
|
1e1
|
3
|
9.9
|
|
|
9.8
|
0%
|
10.1
|
-1%
|
17.7
|
-39%
|
|
1e1
|
4
|
1.9
|
|
|
1.8
|
0%
|
1.9
|
7%
|
2.3
|
-13%
|
|
1e1
|
5
|
8.2
|
|
|
8.1
|
-1%
|
8.5
|
-6%
|
16.4
|
-51%
|
|
1e1
|
6
|
6.6
|
|
|
6.9
|
-5%
|
6.5
|
3%
|
|
|
|
1e1
|
7
|
18.5
|
|
|
18.5
|
-1%
|
18.9
|
-2%
|
|
|
|
1e1
|
8
|
29.8
|
|
|
29.5
|
0%
|
31.6
|
-5%
|
|
|
|
1e1
|
9
|
6.3
|
|
|
6.3
|
-2%
|
6.2
|
4%
|
6.2
|
-9%
|
|
1e1
|
10
|
23.8
|
|
|
23.7
|
-2%
|
23.4
|
1%
|
25.2
|
-14%
|
|
2e0
|
1
|
|
|
|
|
|
|
|
7.5
|
|
|
2e0
|
2
|
|
|
|
|
|
|
|
1.1
|
|
|
2e0
|
3
|
|
|
|
|
|
|
|
24.8
|
|
|
2e0
|
4
|
|
|
|
|
|
|
|
2.5
|
|
|
2e0
|
5
|
|
|
|
|
|
|
|
21.1
|
|
|
2e0
|
6
|
2.0
|
|
|
2.0
|
0%
|
1.9
|
4%
|
|
|
|
2e0
|
7
|
4.1
|
|
|
4.2
|
-1%
|
4.2
|
-1%
|
|
|
|
2e0
|
8
|
9.6
|
|
|
9.5
|
1%
|
9.9
|
-3%
|
|
|
|
2e0
|
9
|
|
|
|
|
|
|
|
6.7
|
|
|
2e0
|
10
|
|
|
|
|
|
|
|
34.5
|
|
NA fraction
by NA fraction Size (k=1e2, unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
2.0
|
|
|
1.9
|
2%
|
1.9
|
2%
|
|
|
|
0
|
1e8
|
13.1
|
|
|
13.2
|
1%
|
13.9
|
-3%
|
|
|
|
0
|
1e9
|
249.4
|
|
|
241.3
|
5%
|
246.4
|
4%
|
|
|
Sortedness
by Sortedness Size (k=1e2, no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
2.0
|
|
|
1.9
|
2%
|
1.9
|
2%
|
|
|
|
0
|
1e8
|
13.1
|
|
|
13.2
|
1%
|
13.9
|
-3%
|
|
|
|
0
|
1e9
|
249.4
|
|
|
241.3
|
5%
|
246.4
|
4%
|
|
|
|
1
|
1e7
|
1.9
|
|
|
1.9
|
2%
|
2.0
|
0%
|
|
|
|
1
|
1e8
|
12.1
|
|
|
12.7
|
-3%
|
12.6
|
-2%
|
|
|
|
1
|
1e9
|
206.2
|
|
|
209.3
|
0%
|
226.5
|
-3%
|
|
|
join
Overview
by Question (no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
231.3
|
|
|
232.0
|
-3%
|
230.3
|
-1%
|
|
|
|
2
|
257.8
|
|
|
258.4
|
-3%
|
253.1
|
5%
|
|
|
|
3
|
305.9
|
|
|
307.1
|
-3%
|
284.7
|
6%
|
|
|
|
4
|
263.5
|
|
|
265.8
|
-4%
|
259.4
|
5%
|
|
|
|
5
|
461.5
|
|
|
464.0
|
-1%
|
457.1
|
1%
|
|
|
by Size (no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
16.5
|
|
|
17.5
|
-6%
|
15.8
|
4%
|
|
|
|
1e8
|
591.6
|
|
|
593.4
|
0%
|
578.0
|
2%
|
|
|
by NA fraction (unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
304.0
|
|
|
305.4
|
-3%
|
296.9
|
3%
|
|
|
by Sortedness (no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
304.0
|
|
|
305.4
|
-3%
|
296.9
|
3%
|
|
|
Question
by Question Size (no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
14.1
|
|
|
15.0
|
-5%
|
14.5
|
-2%
|
|
|
|
1
|
1e8
|
448.5
|
|
|
449.0
|
0%
|
446.2
|
0%
|
|
|
|
2
|
1e7
|
12.2
|
|
|
13.2
|
-7%
|
11.2
|
8%
|
|
|
|
2
|
1e8
|
503.4
|
|
|
503.7
|
0%
|
494.9
|
1%
|
|
|
|
3
|
1e7
|
17.2
|
|
|
18.5
|
-6%
|
16.2
|
6%
|
|
|
|
3
|
1e8
|
594.6
|
|
|
595.6
|
0%
|
553.2
|
7%
|
|
|
|
4
|
1e7
|
12.5
|
|
|
13.6
|
-8%
|
11.4
|
9%
|
|
|
|
4
|
1e8
|
514.5
|
|
|
518.1
|
0%
|
507.4
|
1%
|
|
|
|
5
|
1e7
|
26.4
|
|
|
27.3
|
-3%
|
25.7
|
2%
|
|
|
|
5
|
1e8
|
896.7
|
|
|
900.7
|
0%
|
888.4
|
0%
|
|
|
NA fraction
by NA fraction Size (unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
16.5
|
|
|
17.5
|
-6%
|
15.8
|
4%
|
|
|
|
0
|
1e8
|
591.6
|
|
|
593.4
|
0%
|
578.0
|
2%
|
|
|
Sortedness
by Sortedness Size (no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
16.5
|
|
|
17.5
|
-6%
|
15.8
|
4%
|
|
|
|
0
|
1e8
|
591.6
|
|
|
593.4
|
0%
|
578.0
|
2%
|
|
|
clickhouse
groupby
Overview
by Question (k=1e2, no NA, unsorted)
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
8.1
|
36.9
|
276%
|
|
|
85.1
|
250%
|
15.4
|
186%
|
|
2
|
4.5
|
4.5
|
51%
|
|
|
3.4
|
58%
|
7.4
|
38%
|
|
3
|
23.1
|
14.4
|
29%
|
|
|
7.2
|
72%
|
33.4
|
-22%
|
|
4
|
11.6
|
11.0
|
41%
|
|
|
17.2
|
33%
|
20.2
|
11%
|
|
5
|
6.3
|
5.6
|
15%
|
|
|
10.9
|
-3%
|
13.6
|
-21%
|
|
6
|
7.7
|
7.8
|
6%
|
|
|
15.6
|
-29%
|
|
|
|
7
|
5.6
|
5.9
|
5%
|
|
|
19.0
|
-39%
|
|
|
|
8
|
45.0
|
35.5
|
10%
|
|
|
44.4
|
-2%
|
|
|
|
9
|
34.8
|
34.2
|
39%
|
|
|
37.0
|
38%
|
|
|
|
10
|
503.2
|
|
|
|
|
|
|
|
|
by Size (k=1e2, no NA, unsorted)
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e7
|
0.5
|
0.3
|
25%
|
|
|
0.4
|
-1%
|
|
|
|
1e8
|
4.1
|
2.6
|
133%
|
|
|
3.1
|
126%
|
|
|
|
1e9
|
190.5
|
|
|
|
|
|
|
|
|
by K cardinality (no NA, unsorted)
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
65.0
|
|
|
|
|
|
|
|
|
|
1e1
|
90.8
|
|
|
|
|
|
|
|
|
|
2e0
|
99.4
|
|
|
|
|
|
|
|
|
by NA fraction (k=1e2, unsorted)
|
NA fraction
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
65.0
|
|
|
|
|
|
|
|
|
by Sortedness (k=1e2, no NA)
|
Sorted
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
65.0
|
|
|
|
|
|
|
|
|
|
1
|
56.1
|
|
|
|
|
|
|
|
|
Question
by Question Size (k=1e2, no NA, unsorted)
|
Q
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e7
|
0.1
|
0.1
|
2%
|
|
|
0.1
|
-42%
|
0.1
|
10%
|
|
1
|
1e8
|
2.8
|
0.3
|
906%
|
|
|
0.3
|
884%
|
0.4
|
600%
|
|
1
|
1e9
|
21.5
|
110.4
|
-80%
|
|
|
254.9
|
-91%
|
45.8
|
-52%
|
|
2
|
1e7
|
0.2
|
0.1
|
7%
|
|
|
0.1
|
15%
|
0.1
|
21%
|
|
2
|
1e8
|
2.2
|
0.9
|
157%
|
|
|
0.9
|
136%
|
0.9
|
140%
|
|
2
|
1e9
|
11.0
|
12.5
|
-11%
|
|
|
9.0
|
22%
|
21.1
|
-47%
|
|
3
|
1e7
|
0.2
|
0.1
|
20%
|
|
|
0.2
|
-25%
|
0.2
|
-2%
|
|
3
|
1e8
|
1.2
|
1.2
|
4%
|
|
|
1.1
|
8%
|
1.8
|
-34%
|
|
3
|
1e9
|
68.0
|
42.0
|
62%
|
|
|
20.3
|
234%
|
98.1
|
-30%
|
|
4
|
1e7
|
0.1
|
0.0
|
87%
|
|
|
0.0
|
97%
|
0.0
|
67%
|
|
4
|
1e8
|
0.4
|
0.3
|
32%
|
|
|
0.3
|
36%
|
0.3
|
10%
|
|
4
|
1e9
|
34.3
|
32.6
|
5%
|
|
|
51.2
|
-32%
|
60.2
|
-43%
|
|
5
|
1e7
|
0.1
|
0.1
|
26%
|
|
|
0.1
|
24%
|
0.1
|
15%
|
|
5
|
1e8
|
1.1
|
1.1
|
6%
|
|
|
1.1
|
8%
|
1.5
|
-25%
|
|
5
|
1e9
|
17.7
|
15.6
|
13%
|
|
|
31.7
|
-43%
|
39.2
|
-54%
|
|
6
|
1e7
|
0.2
|
0.2
|
10%
|
|
|
0.5
|
-51%
|
|
|
|
6
|
1e8
|
1.2
|
1.1
|
12%
|
|
|
1.1
|
14%
|
|
|
|
6
|
1e9
|
21.6
|
22.1
|
-2%
|
|
|
45.4
|
-52%
|
|
|
|
7
|
1e7
|
0.2
|
0.2
|
24%
|
|
|
0.4
|
-52%
|
|
|
|
7
|
1e8
|
1.2
|
1.2
|
-3%
|
|
|
1.1
|
5%
|
|
|
|
7
|
1e9
|
15.3
|
16.3
|
-5%
|
|
|
55.5
|
-72%
|
|
|
|
8
|
1e7
|
0.8
|
0.8
|
3%
|
|
|
0.9
|
-12%
|
|
|
|
8
|
1e8
|
7.1
|
7.2
|
-1%
|
|
|
6.9
|
2%
|
|
|
|
8
|
1e9
|
127.2
|
98.6
|
28%
|
|
|
125.4
|
1%
|
|
|
|
9
|
1e7
|
0.2
|
0.3
|
-29%
|
|
|
0.2
|
-21%
|
|
|
|
9
|
1e8
|
2.5
|
1.0
|
148%
|
|
|
1.0
|
143%
|
|
|
|
9
|
1e9
|
101.8
|
101.2
|
0%
|
|
|
109.8
|
-7%
|
|
|
|
10
|
1e7
|
2.6
|
1.3
|
102%
|
|
|
1.7
|
49%
|
|
|
|
10
|
1e8
|
21.0
|
11.9
|
75%
|
|
|
16.9
|
24%
|
|
|
|
10
|
1e9
|
1486.1
|
|
|
|
|
|
|
|
|
by Question K cardinality (no NA, unsorted)
|
Q
|
K
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1
|
1e2
|
8.1
|
36.9
|
276%
|
|
|
85.1
|
250%
|
15.4
|
186%
|
|
1
|
1e1
|
27.8
|
13.6
|
78%
|
|
|
14.9
|
70%
|
40.7
|
15%
|
|
1
|
2e0
|
15.3
|
1.1
|
604%
|
|
|
10.5
|
188%
|
|
|
|
2
|
1e2
|
4.5
|
4.5
|
51%
|
|
|
3.4
|
58%
|
7.4
|
38%
|
|
2
|
1e1
|
12.4
|
7.0
|
59%
|
|
|
9.1
|
105%
|
7.1
|
34%
|
|
2
|
2e0
|
6.1
|
4.3
|
30%
|
|
|
4.3
|
118%
|
|
|
|
3
|
1e2
|
23.1
|
14.4
|
29%
|
|
|
7.2
|
72%
|
33.4
|
-22%
|
|
3
|
1e1
|
143.3
|
53.0
|
78%
|
|
|
83.0
|
42%
|
47.2
|
73%
|
|
3
|
2e0
|
162.9
|
51.4
|
80%
|
|
|
69.3
|
30%
|
|
|
|
4
|
1e2
|
11.6
|
11.0
|
41%
|
|
|
17.2
|
33%
|
20.2
|
11%
|
|
4
|
1e1
|
12.5
|
24.0
|
20%
|
|
|
24.5
|
16%
|
18.6
|
3%
|
|
4
|
2e0
|
11.7
|
29.7
|
41%
|
|
|
23.1
|
46%
|
|
|
|
5
|
1e2
|
6.3
|
5.6
|
15%
|
|
|
10.9
|
-3%
|
13.6
|
-21%
|
|
5
|
1e1
|
46.8
|
14.6
|
135%
|
|
|
15.6
|
133%
|
19.3
|
100%
|
|
5
|
2e0
|
82.3
|
22.7
|
90%
|
|
|
21.9
|
87%
|
|
|
|
6
|
1e2
|
7.7
|
7.8
|
6%
|
|
|
15.6
|
-29%
|
|
|
|
6
|
1e1
|
7.8
|
14.7
|
1%
|
|
|
14.4
|
24%
|
|
|
|
6
|
2e0
|
11.6
|
16.5
|
-4%
|
|
|
5.7
|
74%
|
|
|
|
7
|
1e2
|
5.6
|
5.9
|
5%
|
|
|
19.0
|
-39%
|
|
|
|
7
|
1e1
|
80.3
|
26.0
|
77%
|
|
|
25.9
|
85%
|
|
|
|
7
|
2e0
|
136.3
|
33.9
|
109%
|
|
|
34.4
|
96%
|
|
|
|
8
|
1e2
|
45.0
|
35.5
|
10%
|
|
|
44.4
|
-2%
|
|
|
|
8
|
1e1
|
90.7
|
|
|
|
|
31.3
|
77%
|
|
|
|
8
|
2e0
|
123.5
|
|
|
|
|
33.3
|
107%
|
|
|
|
9
|
1e2
|
34.8
|
34.2
|
39%
|
|
|
37.0
|
38%
|
|
|
|
9
|
1e1
|
13.6
|
|
|
|
|
25.2
|
20%
|
|
|
|
9
|
2e0
|
8.7
|
|
|
|
|
18.5
|
50%
|
|
|
|
10
|
1e2
|
503.2
|
|
|
|
|
|
|
|
|
|
10
|
1e1
|
473.2
|
|
|
|
|
|
|
|
|
|
10
|
2e0
|
435.3
|
|
|
|
|
|
|
|
|
K cardinality
by K cardinality Size (no NA, unsorted)
|
K
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1e7
|
0.5
|
0.3
|
25%
|
|
|
0.4
|
-1%
|
|
|
|
1e2
|
1e8
|
4.1
|
2.6
|
133%
|
|
|
3.1
|
126%
|
|
|
|
1e2
|
1e9
|
190.5
|
|
|
|
|
|
|
|
|
|
1e1
|
1e7
|
0.4
|
0.3
|
56%
|
|
|
0.3
|
81%
|
|
|
|
1e1
|
1e8
|
4.0
|
2.8
|
34%
|
|
|
3.2
|
29%
|
|
|
|
1e1
|
1e9
|
268.1
|
|
|
|
|
|
|
|
|
|
2e0
|
1e7
|
0.5
|
0.4
|
34%
|
|
|
0.4
|
62%
|
|
|
|
2e0
|
1e8
|
4.5
|
3.4
|
47%
|
|
|
4.2
|
70%
|
|
|
|
2e0
|
1e9
|
293.2
|
|
|
|
|
|
|
|
|
by K cardinality Question (no NA, unsorted)
|
K
|
Q
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
1e2
|
1
|
8.1
|
36.9
|
276%
|
|
|
85.1
|
250%
|
15.4
|
186%
|
|
1e2
|
2
|
4.5
|
4.5
|
51%
|
|
|
3.4
|
58%
|
7.4
|
38%
|
|
1e2
|
3
|
23.1
|
14.4
|
29%
|
|
|
7.2
|
72%
|
33.4
|
-22%
|
|
1e2
|
4
|
11.6
|
11.0
|
41%
|
|
|
17.2
|
33%
|
20.2
|
11%
|
|
1e2
|
5
|
6.3
|
5.6
|
15%
|
|
|
10.9
|
-3%
|
13.6
|
-21%
|
|
1e2
|
6
|
7.7
|
7.8
|
6%
|
|
|
15.6
|
-29%
|
|
|
|
1e2
|
7
|
5.6
|
5.9
|
5%
|
|
|
19.0
|
-39%
|
|
|
|
1e2
|
8
|
45.0
|
35.5
|
10%
|
|
|
44.4
|
-2%
|
|
|
|
1e2
|
9
|
34.8
|
34.2
|
39%
|
|
|
37.0
|
38%
|
|
|
|
1e2
|
10
|
503.2
|
|
|
|
|
|
|
|
|
|
1e1
|
1
|
27.8
|
13.6
|
78%
|
|
|
14.9
|
70%
|
40.7
|
15%
|
|
1e1
|
2
|
12.4
|
7.0
|
59%
|
|
|
9.1
|
105%
|
7.1
|
34%
|
|
1e1
|
3
|
143.3
|
53.0
|
78%
|
|
|
83.0
|
42%
|
47.2
|
73%
|
|
1e1
|
4
|
12.5
|
24.0
|
20%
|
|
|
24.5
|
16%
|
18.6
|
3%
|
|
1e1
|
5
|
46.8
|
14.6
|
135%
|
|
|
15.6
|
133%
|
19.3
|
100%
|
|
1e1
|
6
|
7.8
|
14.7
|
1%
|
|
|
14.4
|
24%
|
|
|
|
1e1
|
7
|
80.3
|
26.0
|
77%
|
|
|
25.9
|
85%
|
|
|
|
1e1
|
8
|
90.7
|
|
|
|
|
31.3
|
77%
|
|
|
|
1e1
|
9
|
13.6
|
|
|
|
|
25.2
|
20%
|
|
|
|
1e1
|
10
|
473.2
|
|
|
|
|
|
|
|
|
|
2e0
|
1
|
15.3
|
1.1
|
604%
|
|
|
10.5
|
188%
|
|
|
|
2e0
|
2
|
6.1
|
4.3
|
30%
|
|
|
4.3
|
118%
|
|
|
|
2e0
|
3
|
162.9
|
51.4
|
80%
|
|
|
69.3
|
30%
|
|
|
|
2e0
|
4
|
11.7
|
29.7
|
41%
|
|
|
23.1
|
46%
|
|
|
|
2e0
|
5
|
82.3
|
22.7
|
90%
|
|
|
21.9
|
87%
|
|
|
|
2e0
|
6
|
11.6
|
16.5
|
-4%
|
|
|
5.7
|
74%
|
|
|
|
2e0
|
7
|
136.3
|
33.9
|
109%
|
|
|
34.4
|
96%
|
|
|
|
2e0
|
8
|
123.5
|
|
|
|
|
33.3
|
107%
|
|
|
|
2e0
|
9
|
8.7
|
|
|
|
|
18.5
|
50%
|
|
|
|
2e0
|
10
|
435.3
|
|
|
|
|
|
|
|
|
NA fraction
by NA fraction Size (k=1e2, unsorted)
|
NA fraction
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
0.5
|
0.3
|
25%
|
|
|
0.4
|
-1%
|
|
|
|
0
|
1e8
|
4.1
|
2.6
|
133%
|
|
|
3.1
|
126%
|
|
|
|
0
|
1e9
|
190.5
|
|
|
|
|
|
|
|
|
Sortedness
by Sortedness Size (k=1e2, no NA)
|
Sorted
|
Size
|
Now
|
LastRun
|
LR ∆
|
LastWeek
|
LW ∆
|
LastMonth
|
LM ∆
|
LastYear
|
LY ∆
|
|
0
|
1e7
|
0.5
|
0.3
|
25%
|
|
|
0.4
|
-1%
|
|
|
|
0
|
1e8
|
4.1
|
2.6
|
133%
|
|
|
3.1
|
126%
|
|
|
|
0
|
1e9
|
190.5
|
|
|
|
|
|
|
|
|
|
1
|
1e7
|
0.4
|
0.3
|
38%
|
|
|
0.3
|
49%
|
|
|
|
1
|
1e8
|
4.0
|
2.5
|
162%
|
|
|
2.9
|
196%
|
|
|
|
1
|
1e9
|
163.9
|
|
|
|
|
|
|
|
|
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Details
Environment
Nodename: mr-dl11
Report was generated on: 2020-10-12 06:25:19 PDT.